Investigating the Association Between Maternal Folic Acid Supplementation During Pregnancy and the Risk of Low Birth Weight

BMIN503/EPID600 Final Project

Author

Michaela Olabisi


1 Overview

This study examines the link between maternal folic acid supplementation before and during pregnancy and the risk of delivering a low birth weight (LBW) infant, defined as a birth weight below 2,500 grams.1 LBW is associated with higher neonatal morbidity and long-term health issues. Folic acid, vital for fetal development, may help prevent LBW by supporting placental health. Using data from the Pregnancy Risk Assessment Monitoring System (PRAMS), Phase 8, the study finds that folic acid supplementation during pregnancy appears to reduce LBW risk, while pre-pregnancy intake may slightly increase it. Socioeconomic factors, such as education and income, as well as race and prenatal care, also play significant roles in LBW outcomes. The study highlights the need for targeted interventions addressing these factors to reduce LBW rates. I consulted with Dr. John Holmes and Dr. Ellen Caniglia from the Department of Biostatistics, Epidemiology & Informatics. Dr. Holmes highlighted potential study limitations, such as selection bias, while Dr. Caniglia shared a relevant paper that examines the link between supplementation and adverse pregnancy outcomes like preterm birth (PTB) and LBW. You can access the final project, including all code and results, on my GitHub: https://github.com/msaolabisi/BMIN503_Final_Project.git

2 Introduction

The problem I’m addressing in this project is the potential link between maternal folic acid supplementation before and during pregnancy and the risk of delivering a LBW infant, defined as a birth weight under 2,500 grams. LBW is an important indicator of adverse pregnancy outcomes, including higher rates of neonatal morbidity, mortality, and long-term developmental issues like cardiovascular and metabolic disorders.2 These conditions put a lot of stress on healthcare systems, driving up costs and the need for more intensive care, including extended stays in the NICU (Neonatal Intensive Care Unit).3 It’s important to identify maternal factors that can be changed to lower the risk of LBW, as this could help improve the health of both mothers and babies.

Folic acid is a B vitamin that’s often recommended during pregnancy to help prevent birth defects like spina bifida.4 It helps with DNA production, cell growth, and tissue development, which are all crucial for the rapid development of the fetus.5 Folic acid may also support the placenta, which provides the fetus with nutrients and oxygen, and a healthy placenta can help prevent LBW.5 By reducing these issues, folic acid might help lower the chances of having an LBW baby.

Despite these potential benefits, the direct relationship between folic acid and LBW isn’t fully established, and the research results are inconsistent. This is why it’s important to further investigate how folic acid supplementation before and during pregnancy might affect LBW.

This issue spans multiple fields. Epidemiology helps us understand the patterns and causes of LBW, while biostatistics is used to analyze large datasets like PRAMS. Public health looks at how factors like folic acid impact maternal and fetal health at the population level. Nutrition explains the role of folic acid in fetal development, and obstetrics and maternal health offer insights into how maternal health, prenatal care, and pregnancy complications influence birth weight outcomes.

When I spoke with Dr. John Holmes and Dr. Ellen Caniglia from the Department of Biostatistics, Epidemiology & Informatics, they helped me better understand the challenges of studying this issue. Dr. Holmes stressed the importance of addressing biases, like selection bias, when interpreting data in this case and Dr. Caniglia shared her research on supplementation and pregnancy outcomes, providing valuable context for studying the link between folic acid and LBW.

By drawing from these different fields of expertise, this project seeks to clarify the potential role of folic acid supplementation in reducing LBW.

3 Methods

This study is a secondary analysis of data collected from the Phase 8 (2016–2022) Pregnancy Risk Assessment Monitoring System (PRAMS), a population-based surveillance system that collects data on maternal attitudes, behaviors, and experiences before, during, and after pregnancy conducted by the Centers for Disease Control and Prevention (CDC) in collaboration with state health departments. The dataset included responses from 249,970 women across all U.S. states who gave birth within the study period.

The PRAMS survey included a core set of questions and optional standard questions tailored to state-specific needs. For this study, the primary exposure variables were folic acid supplementation before and during pregnancy, both categorized as “Yes” or “No.” The primary outcome was infant birth weight, categorized as “Yes Low Birth Weight” or “No Low Birth Weight” Covariates included maternal age, race/ethnicity, education, smoking during pregnancy, pre-pregnancy BMI, prenatal care utilization, state, and income.

Descriptive statistics were used to summarize maternal and infant characteristics, stratified by LBW status, and analyzed using t-tests for continuous variables and chi-square tests for categorical variables. Univariate and multivariate logistic regression models were employed to estimate unadjusted and adjusted odds ratios (ORs) for the relationship between folic acid intake (before and during pregnancy) and LBW. Additional tables and figures included 2x2 tables to assess the relationship between exposures and outcome, bar plots displaying the relationship between exposures, covariates, and LBW, and a dot plot showing LBW counts/rates across states. A forest plot was also generated to display both adjusted and unadjusted odds ratios (ORs) for the association between folic acid intake (before and during pregnancy) and LBW.

4 Install, Read, & Load Packages {#sec-install-read-&-load-packages}

options(repos = c(CRAN = "https://cloud.r-project.org")) 

##install packages
install.packages("haven")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
install.packages("tableone")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
install.packages("viridis")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
install.packages("sf")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
install.packages("maps")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
install.packages("gt")

The downloaded binary packages are in
    /var/folders/pn/17723btn1rn2dbrjlxwg_y580000gp/T//RtmpjzROeC/downloaded_packages
##load packages
library(gt)
library(haven)
library(dplyr)

Attaching package: 'dplyr'
The following objects are masked from 'package:stats':

    filter, lag
The following objects are masked from 'package:base':

    intersect, setdiff, setequal, union
library(tidyr)
library(ggplot2)
library(caret)
Loading required package: lattice
library(boot)

Attaching package: 'boot'
The following object is masked from 'package:lattice':

    melanoma
library(tableone)
library(broom)
library(viridis)
Loading required package: viridisLite
library(sf)
Linking to GEOS 3.11.0, GDAL 3.5.3, PROJ 9.1.0; sf_use_s2() is TRUE
library(maps)

Attaching package: 'maps'
The following object is masked from 'package:viridis':

    unemp
# read a .sas7bdat file
data <- read_sas("/Users/molabisi/Downloads/PRAMS ARF/phase8_arf_2016_2022.sas7bdat")

# view the first few rows of the data
head(data)
# A tibble: 6 × 486
  ID           STATE HISPANIC MODECONT PARTICIP MODE_PRT MM_DOB B_ORDER BRSTFED
  <chr>        <chr>    <dbl>    <dbl>    <dbl>    <dbl>  <dbl>   <dbl>   <dbl>
1 2016AK327002 AK           1        2        1        2     NA       1       2
2 2016AK327006 AK           1        2        1        2     NA       1       1
3 2016AK327007 AK           1        1        1        1     NA       1       1
4 2016AK327009 AK           1        2        1        2     NA       1       1
5 2016AK327010 AK           1        2        1        2     NA       1       1
6 2016AK327011 AK           1        2        1        2     NA       1       1
# ℹ 477 more variables: CIG_1TRI <dbl>, CIG_2TRI <dbl>, CIG_3TRI <dbl>,
#   CIG_PRIOR <dbl>, DEFECT <dbl>, DEL_1CS <dbl>, DEL_FORC <dbl>,
#   DEL_RCS <dbl>, DEL_VACM <dbl>, DEL_VAG <dbl>, DEL_VCS <dbl>,
#   FHISP_BC <dbl>, FRACE_AMI <dbl>, FRACE_BLK <dbl>, FRACE_WHT <dbl>,
#   HISP_BC <dbl>, INFER_TR <dbl>, MARRIED <dbl>, MAT_DEG <dbl>, MAT_ED <dbl>,
#   MAT_HTFT <dbl>, MAT_HTIN <dbl>, MAT_PRWT <dbl>, MAT_TRAN <dbl>,
#   MAT_WIC <dbl>, MM_DIAB <dbl>, MM_FEVER <dbl>, MM_HBP <dbl>, MM_LMP <dbl>, …

5 Cleaning Data

## count/how many people in data set
cat("Total rows in the dataset:", nrow(data), "\n")
Total rows in the dataset: 249970 
##cleaning data
data_clean <- data %>%
##recoding exposure variables
  mutate(
     # For PRE_VIT_RAW (pre preg -- PPV -- folic acid)
    PRE_VIT_RAW = case_when(
      PRE_VIT_RAW == 1 ~ 0,   # NO -> 0
      PRE_VIT_RAW == 2 ~ 1,   # YES -> 1
      TRUE ~ NA_real_ # Keep other values unchanged
    ),
    # For VPP_VIT_RAW (during preg -- PPV -- folic acid)
    VPP_VIT_RAW = case_when(
      VPP_VIT_RAW == 1 ~ 0,   # NO -> 0
      VPP_VIT_RAW == 2 ~ 1,   # YES -> 1
      TRUE ~ NA_real_ # Keep other values unchanged
    ),
    
    # Convert to factors after recoding
    PRE_VIT_RAW = factor(PRE_VIT_RAW, levels = c(0, 1)),
    VPP_VIT_RAW = factor(VPP_VIT_RAW, levels = c(0, 1))
  )

## recoding outcome variables 4 categories
data_clean <- data_clean %>%
  mutate(
  GRAM_NAPHSIS = case_when(
    GRAM_NAPHSIS < 1500 ~ 0,       # VLBW: Less than 1500 grams
    GRAM_NAPHSIS >= 1500 & GRAM_NAPHSIS < 2500 ~ 1, # LBW: 1500-2499 grams
    GRAM_NAPHSIS >= 2500 & GRAM_NAPHSIS <= 4000 ~ 2, # NBW: 2500-4000 grams
    GRAM_NAPHSIS > 4000 ~ 3,       # Macrosomia: Over 4000 grams
    TRUE ~ NA_real_                # Missing or invalid data
  ),
  GRAM_NAPHSIS = factor(GRAM_NAPHSIS, levels = c(0, 1, 2, 3)),

## recoding outcome variable dichotomous
 LBW = case_when(
      GRAM_NAPHSIS == 0 | GRAM_NAPHSIS == 1 ~ 1,  # VLBW or LBW
      GRAM_NAPHSIS == 2 | GRAM_NAPHSIS == 3 ~ 0,   # NBW or Macrosomia
      TRUE ~ NA_real_ # Missing or invalid data
    ),
LBW = factor(LBW, levels = c(0, 1)),
  )
table(data_clean$PRE_VIT_RAW)

     0      1 
110466  62669 
table(data_clean$VPP_VIT_RAW)

     0      1 
 96628 121177 
table(data_clean$GRAM_NAPHSIS)

     0      1      2      3 
  8491  44367 180131  16702 
table(data_clean$LBW)

     0      1 
196833  52858 
## cleaning data
data_clean <- data_clean %>%
##cleaning covariates
  mutate(
    # Maternal Age
    MAT_AGE_PU = as.numeric(MAT_AGE_PU),
    
    # Parity
    PRE_LB_NAPHSIS = case_when(
      PRE_LB_NAPHSIS == 0 ~ 0,       # No children (0)
      PRE_LB_NAPHSIS == 1 ~ 1,       # One child (1)
      PRE_LB_NAPHSIS %in% c(2, 3, 4) ~ 2, # 2+ children (Yes, multiple)
      TRUE ~ NA_real_
    ),
    PRE_LB_NAPHSIS = as.factor(PRE_LB_NAPHSIS),
    
    # BMI 
    MOM_BMI = as.numeric(MOM_BMI),
    
   # Education
    MAT_ED = case_when(
      MAT_ED %in% c(1, 2) ~ "<= 12th grade, no diploma", 
      MAT_ED == 3 ~ "High school graduate / GED",  
      MAT_ED == 4 ~ "Some college, no degree",  
      MAT_ED == 5 ~ "Bachelor's, Master's, or higher",  
      TRUE ~ NA_character_
    ),
    MAT_ED = as.factor(MAT_ED),
   
    # Income
  INCOME8 = case_when(
  INCOME8 %in% c(1, 2, 3, 4, 5, 6, 13, 14, 101, 102, 103, 104, 105) ~ "Low income (0 - $40,000)",  
  INCOME8 %in% c(7, 8, 9, 10, 11, 106, 107, 108, 109) ~ "Middle ($40,001 - $85,000)",
  INCOME8 %in% c(12, 15, 16, 17, 18, 19, 20, 21, 22, 110, 111, 112) ~ "High income ($85,001 or more)",  
  TRUE ~ NA_character_
),
  INCOME8 = as.factor(INCOME8),

  STATE = as.factor(STATE), 

  PNC_VST = as.factor(PNC_VST),

  MAT_RACE_PU = case_when(
    MAT_RACE_PU == 2 ~ "White",
    MAT_RACE_PU == 3 ~ "Black",
    MAT_RACE_PU == 4 ~ "American Indian",
    MAT_RACE_PU == 10 ~ "Alaska Native",
    MAT_RACE_PU == 21 ~ "Asian",
    MAT_RACE_PU == 22 ~ "Hawaiian/Other Pacific Islander",
    MAT_RACE_PU == 23 ~ "Other/Multiple Race",
    TRUE ~ NA_character_
  ),
  MAT_RACE_PU = as.factor(MAT_RACE_PU)
  )

table(data_clean$PRE_VIT_RAW)

     0      1 
110466  62669 
table(data_clean$VPP_VIT_RAW)

     0      1 
 96628 121177 
table(data_clean$GRAM_NAPHSIS)

     0      1      2      3 
  8491  44367 180131  16702 
table(data_clean$MAT_AGE_PU)

   17    18    19    20    21    22    23    24    25    26    27    28    29 
 2822  2903  4871  6291  7528  8549  9464 10531 11728 12747 13511 14748 15113 
   30    31    32    33    34    35    36    37    38    39    40    41    42 
15463 15462 14615 13416 12348 11007  9337  7351  5779  4375  3147  2181  1429 
   43    44    45 
  808   444   607 
table(data_clean$PRE_LB_NAPHSIS)

    0     1     2 
98325 78077 73021 
table(data_clean$MOM_BMI)

13.0441819325197 13.0634954258731 13.1430886680299 13.1627654046335 
               1                1                1                1 
13.1690585961817 13.1827763655527 13.2007121157099   13.20712700597 
               1                1                1                1 
 13.266879414823 13.2896715497573 13.2907638216033 13.3127840220177 
               1                2                1                3 
13.3129693748806 13.3893701629895  13.457366002741  13.479193822293 
               2                1                1                1 
13.4876841182254 13.5186298252744  13.528842768854  13.534865779409 
               1                2                1                1 
13.5625271250543 13.5633680555556 13.5739916450247 13.6230741211482 
               1                1                1                1 
13.6311701194831 13.6621487603306 13.6683153747184 13.6710273420547 
               1                1                4                1 
13.6736253308675 13.6845429400201 13.7142857142857 13.7194489265012 
               1                1                1                4 
13.7320587141174 13.7344256302991 13.7463322494503 13.7548820804013 
               4                1                1                1 
13.7746561207408 13.8077879805829 13.8115669414676            13.86 
               2                1                2                1 
13.9006729626362 13.9037094480439 13.9394620513456 13.9472605864474 
               1                1                2                1 
13.9784232231186 13.9851058459858 13.9953719008264 13.9983313207624 
               1                1                1                1 
14.0291395894701 14.0316478286734 14.0589850340698          14.0625 
               1                1                1                1 
14.0753601819704 14.0819060679942 14.0867331923119 14.0960852204618 
               1                1                1                5 
 14.117040806797 14.1712188826151 14.1714569143424           14.175 
               1                2                5                1 
14.1768147430435 14.2036647709659 14.2300166536579 14.2332699725087 
               3                1                3                3 
 14.240653481307 14.2470109158968 14.2664801458635 14.2927448484655 
               1                1                1                1 
14.3244898966168 14.3650700524542 14.3656784040408 14.4186616498233 
               1                1                1                3 
14.4447953255768 14.4493837374772 14.4721650501902 14.4776526239443 
               1                1                5                1 
14.5051510099053 14.5128456892305  14.525743337201 14.5264753339424 
               3                1                4                9 
14.5423330203167 14.5608575240819 14.5659547278105 14.5891017218214 
               1                1                2                1 
14.5903123837498 14.5943737960926 14.5968458026881 14.6240932481865 
               5                1                3                1 
14.6322873290908 14.6440624242195 14.6446236157697 14.6451823107139 
              17                1                5                3 
14.6503128545009 14.6878806154307  14.692378328742 14.7028865486302 
               1                1                1                2 
14.7225778969268 14.7488962797995 14.7583302979106 14.7619631176762 
               1                2                1                1 
14.7652231023965  14.767515357337  14.792899408284 14.8104722244947 
               1                5                1                1 
14.8151909207044 14.8229340142269 14.8492858969189  14.879201066043 
               2                1               10                8 
14.8800297600595 14.9009467569108  14.919384677479 14.9225441308025 
               2                3                1                1 
14.9270172230213 14.9336138516027   14.97688202477 14.9980945123181 
               1                1               14                3 
  14.99906999814               15 15.0106911784072 15.0231069692909 
               1                1                2                2 
15.0277308864867 15.0358242351593 15.0529972340222 15.0551394482291 
               1                2                2                1 
15.0571729714888 15.0601009584546 15.0628656644837 15.0660301320603 
               5                1                1                2 
15.0958033048897 15.1159668081228  15.136749023498 15.1432918250452 
               2               12                2                2 
15.1479527335786 15.1601928203856 15.1616305612147 15.1720964598954 
               1                1                1                3 
15.1725204932864 15.1809981039317 15.1924474042755 15.1927236356143 
               2                5                3                1 
15.2025140392276 15.2050477111335  15.209516133318 15.2105408180571 
               4               14                2                3 
15.2334304668609 15.2343161829181        15.234375 15.2769153194556 
               2                2                1                3 
15.3044554540976 15.3049163932243           15.309 15.3097016253204 
               2                3                1                1 
15.3226112903839 15.3256556513113 15.3335017413836 15.3419866450921 
               1                1               18                8 
15.3490705733918 15.3502404103343 15.3570981882448 15.3582159716304 
              12                2                1                2 
15.3639016955453 15.4071893242399 15.4114593943474  15.415851374796 
               6                2                4                6 
15.4485660533821 15.4512531822582 15.4612809225618 15.4661189227254 
              25                1                1                2 
15.4761114255956 15.4814592509566 15.4938659783259 15.4949070228719 
               4                1                4                7 
 15.505693742508 15.5058911252038 15.5124653739612 15.5157644259369 
               5                7                1                1 
15.5344348469098            15.54  15.546805287159 15.5522172578387 
               1                1               18                1 
15.5817174515235 15.5886026057766 15.5969061938124  15.600918775802 
               1                7                1                1 
15.6209318568211 15.6210944822998 15.6226185032769 15.6240312480625 
               3                2                1               16 
          15.625 15.6270003781343 15.6399741370911 15.6425212258709 
               1                1                1                8 
15.6530183190237 15.6535662787772 15.6563123043601 15.6611991424675 
               1                1                7                1 
15.6623169116242 15.6751205297892 15.6828155634274 15.6856444594994 
              26                1                3                2 
15.6955017301038 15.7258379032887 15.7297088787726 15.7541941053431 
               2                1               10                1 
15.7657458172059 15.7716017911375 15.7717347961535  15.775179479353 
               6                1                3                1 
15.7834601383488  15.791867521235 15.7943067033976 15.7971507078748 
               5               11                1                1 
15.8012414323505 15.8089310261461 15.8132496195788 15.8177175858484 
               2               23                3               20 
15.8189400807405 15.8193316386633 15.8242006234705 15.8291098630034 
               2                1                2                1 
15.8321952973424  15.871765148529  15.893586474673 15.8977916522141 
               1                4                2                1 
  15.89987706855 15.9012345679012 15.9126124703862 15.9264579143924 
               2                1                8                1 
15.9428890286352 15.9476058597088 15.9489165859239 15.9561709528475 
              41                3                4                1 
15.9635182551615 15.9653000966902 15.9753408264213 15.9755632498567 
               7               11                4                4 
15.9791228673366 15.9889230708832 16.0087687353651 16.0116218443573 
               6                1                3                1 
16.0124287190723 16.0146320292641        16.015625 16.0230732254446 
               3                4                1                1 
16.0299085320951 16.0393496744145 16.0491555460832 16.0503279586441 
               1                8                1                1 
16.0607147336305 16.0676498638316 16.0704321408643 16.0714285714286 
              20                1                1                2 
 16.089997577919 16.0955160619999 16.0960652189647 16.0965917394973 
               1                5                1                2 
16.0993788819876 16.1173505738015 16.1200322400645 16.1290645161935 
               1                5                3                2 
 16.132186418973 16.1326853265951  16.135168989088 16.1353938828929 
              12                1               11                1 
16.1405281488249 16.1417506266965 16.1581478003519 16.1616161616162 
              58               10               28                1 
16.1787305823132  16.178822280279 16.2084992748161 16.2099324198648 
               1                2                1                6 
 16.213918142122 16.2280001797759 16.2442668930706  16.245665385714 
               2                1               32                2 
 16.248992497985  16.249664318732 16.2692386616528 16.2694010509128 
               6               11                1                1 
16.2720052002604 16.2750325500651 16.2781253938899 16.2784196536135 
               2                8                3               12 
16.2888095880892 16.2964023607079 16.2971754514938 16.3019334303131 
              11                1               12                4 
16.3021253509808 16.3068197230144 16.3081604269717 16.3182948861434 
               2               45               31                3 
16.3279338842975 16.3350110388732 16.3531485338888 16.3574041433797 
               1                2                1                2 
16.3663720184583  16.368260468385 16.3846974546563  16.391942046644 
               1                3                1                5 
16.4052328104656         16.40625 16.4214515280242  16.425889698231 
               5                2                7                1 
16.4365548980934 16.4386139038336 16.4454327572055  16.446348682171 
               1               11               28                1 
16.4490124898617 16.4610248221803 16.4613232452271 16.4633387118014 
               1                2               51               16 
16.4699266824744  16.474318662923  16.474570227247 16.4751837690978 
               1               23               18                1 
16.4784704569409  16.480276816609  16.498976997954 16.5008901446374 
              25                1                1                7 
16.5289256198347 16.5371463192248 16.5396172002174 16.5545483445538 
               2                1               10                1 
16.5603522902631 16.5606533930521 16.5621014953607 16.5621323380259 
               1                1                6                1 
16.5630070308275 16.5735020051355 16.5887573964497 16.5888661702866 
               2                5                1                1 
16.5972400978724 16.6005332010664 16.6016860959342 16.6020559263217 
               1               24                1               10 
16.6238050622095 16.6247439932896 16.6275634889351 16.6409800275222 
               1               14                8               88 
16.6442268368408 16.6493236212279 16.6501211908674 16.6514618743523 
               2                1               23               19 
16.6530612244898 16.6611570247934 16.6622209084246 16.6714557786762 
               1                5                2                1 
16.6819083638167 16.6911217679265 16.7062046844198 16.7165518346419 
               2                3                1                1 
16.7201285651085 16.7240922176978 16.7255524822468 16.7311124330756 
              11                3               55                1 
16.7367127037369  16.748961497923 16.7586790954379 16.7640783428651 
              13                1               18                8 
 16.765736930346 16.7751479289941 16.7861492747779 16.7878621471529 
               3                1               11                2 
16.7926765684723 16.7958335916672             16.8 16.8061342389972 
               2                4                1                1 
16.8073898277974 16.8147657723887 16.8165130740366 16.8175336350673 
               9                2               14                2 
16.8217719247939 16.8242268867169 16.8271304284544 16.8277685950413 
              79                3               28                1 
16.8286050857816 16.8349675073641 16.8401342975207 16.8658734451055 
              61                3                1                2 
16.8662506324844 16.8739537479075 16.8757733965172 16.8761853096013 
               2                1                2                3 
16.8776029593582 16.8791473317019 16.8876749838319 16.8962350780533 
               6                2                1                4 
 16.898287281593 16.9153022645542 16.9191695032978 16.9204590061004 
               3               19                1                2 
16.9292504096455 16.9301797233153 16.9313481484106 16.9355177420032 
               1                1                2                1 
16.9370318792578 16.9382716049383 16.9475545562661 16.9531589063178 
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16.9550173010381 16.9660551903695 16.9737996280726 16.9810080350621 
               2                5               14                1 
16.9826426609375 16.9832333820986  16.991133982268 16.9922996878252 
              44                1                9                3 
16.9934226587203 17.0054626591382 17.0057482972109            17.01 
              23               62               29                1 
 17.010034020068 17.0156579154658 17.0277528055056 17.0288426514353 
              14                1                1                5 
17.0296534364695 17.0357142857143 17.0392308004382 17.0481910523869 
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17.0519031141869  17.056176513282 17.0719254336704 17.0725281342918 
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17.0748341496683 17.0760199843894 17.0763015010325 17.0799239670105 
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 17.079955135395 17.0816668163949 17.0874449997864 17.0887841775684 
               1                1                2                2 
17.1029149315883 17.1089598377544 17.1111111111111 17.1303178145109 
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          17.136 17.1381317792362 17.1402094283478 17.1457133037723 
               1                3               21                2 
17.1467764060357 17.1515449054542 17.1551305213303  17.156262035643 
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17.1609917355372 17.1650733926468 17.1655066945476 17.1680320378739 
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17.1817039135808 17.1828915086402 17.1832039305298 17.1864343728687 
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         17.1875 17.1929376116817 17.1944122442397 17.1946034565033 
               2               33               10                2 
17.1964285714286 17.2110868084191  17.218320150926  17.224803717353 
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17.2285486027867 17.2426380355719 17.2548129175233 17.2616567857715 
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17.2635445362718 17.2644586768345 17.2703651192426 17.2779929680842 
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17.2839506172839 17.2879068982965 17.2946031271948 17.3066192286231 
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17.3119459812327 17.3134103654635 17.3330879897698 17.3337543906922 
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17.3343195266272 17.3343541953356 17.3367241265733 17.3387443549081 
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17.3471333863001 17.3571428571429 17.3600347200694 17.3604413409976 
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17.3611111111111        17.364375 17.3699063475546 17.3700088853783 
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17.3758412032953 17.3817347634695 17.3833618293412 17.3851717719029 
             104               21               23                8 
17.3979939796614  17.402990426333 17.4040583837665 17.4072613770228 
               1                1                1                6 
17.4154148270766 17.4256681216576 17.4308307094123 17.4317704007309 
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17.4340757330592 17.4357557163232  17.439446366782 17.4615635243128 
              19                3                1                1 
17.4730290288983 17.4747174301011 17.4791779340184 17.4817898022893 
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17.4822508012495 17.4858048678035 17.4942148760331   17.49891499783 
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17.4993248717256 17.5052921534414 17.5083748604997 17.5178571428571 
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17.5278158817253 17.5283453059981 17.5371779314987 17.5417949410192 
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17.5430902153414 17.5503538728447 17.5561349933639 17.5587447949089 
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17.5696511169278 17.5719857328827 17.5723114144428  17.573343275231 
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17.5735483389237 17.5737312925873 17.5770351540703 17.5770686857761 
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17.6022644265888 17.6095026746267 17.6097478503712 17.6250600865246 
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17.6253805479891 17.6296296296296 17.6308539944904 17.6312852625705 
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17.6325040562466 17.6378553449148 17.6394388291735 17.6470588235294 
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17.6487781546992 17.6500699261786 17.6692965154504 17.6785714285714 
              10                3                3                2 
17.6800255944262 17.6897888516692 17.6984181101354 17.7130209447882 
              50                1               18                2 
 17.714321142928 17.7182677228758         17.71875 17.7210184288043 
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17.7359169550173          17.7408 17.7416483865226 17.7419709678129 
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17.7447446307635 17.7462289263531 17.7475130072841 17.7545809637074 
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17.7612609995443 17.7651366004278 17.7660389922856 17.7723355446711 
              35               14                1                3 
17.7737142857143 17.7739625803871 17.7757047959069 17.7777777777778 
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17.7856801026102 17.7875208170723 17.7899058220262 17.7915874656359 
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17.7922641559569 17.8021978021978 17.8058486294487 17.8067617369011 
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17.8110094801057 17.8112197095102 17.8269896193772 17.8465199286139 
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17.8506227433162 17.8516763283527 17.8524935506526 17.8550412792516 
               1               35                2               30 
17.8686935823777 17.8768590124926 17.8909247373516 17.8914643543573 
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17.8921840759679 17.8934911242604 17.8935191665397 17.8958382608123 
               1                1                1                1 
      17.8959375   17.89802289282 17.9025358050716 17.9059379332789 
               1                1                3                3 
 17.908855357415 17.9118874765565 17.9150892374256 17.9159862451956 
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17.9245519781362 17.9261545410064 17.9282154254366 17.9357501572146 
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17.9363163371488 17.9398506945162 17.9418172497757 17.9419562991375 
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17.9423282306871          17.9424 17.9502105846458 17.9550370239079 
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17.9611439555289 17.9642586546448 17.9676359352719         17.96875 
               5                8               28                3 
17.9697148930564  17.972258429724 17.9741382074916 17.9750542116132 
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17.9753086419753 17.9759394278915 17.9763673136814 17.9787485242031 
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17.9884633872777 17.9919661565171 17.9930795847751 17.9940495867769 
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              18 18.0116644483679 18.0163687359511 18.0207612456747 
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18.0233270622791 18.0248397670325 18.0259573786252 18.0334382061145 
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18.0343218791837 18.0381610763222 18.0623268698061  18.066167337875 
               1                1                1                4 
18.0686075657866 18.0773915266839 18.0792361584723 18.0798816568047 
              37               85                4                1 
18.0802103879027 18.0940067762489 18.0968798223494 18.0982476299914 
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18.1074555697498 18.1238762477525 18.1286912281427 18.1312194299207 
              39                2                1                2 
18.1314387623816 18.1320165117087 18.1386682299992 18.1391601697474 
              32                2               37               60 
18.1432712334138           18.144 18.1448686311511 18.1451975807177 
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18.1474192149486 18.1481481481481 18.1629363258726 18.1640438895245 
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18.1640988281977 18.1682876174841 18.1700118063754 18.1701650376542 
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18.1775432802943 18.1779162753959 18.1786703601108 18.1831398145555 
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18.1949777962056 18.1954827736245 18.2066454255803 18.2145328719723 
              64                1                2                1 
18.2183224271267   18.22272215973 18.2315004411567 18.2318407003505 
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18.2387968081721 18.2457507772158 18.2460572533602       18.2503125 
              38               78              177                3 
18.2531097890752 18.2562847171084 18.2563187147552 18.2586930270813 
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18.2640663842302 18.2709113682461 18.2867797339453 18.2898948331047 
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18.2903591613635 18.3003261974446 18.3050780302744 18.3057694735513 
             367                1              336                1 
18.3094116188232 18.3117190430978 18.3142559833507  18.320987654321 
               9               11                1                1 
18.3214285714286 18.3249107866004 18.3272727272727 18.3281097548489 
               2               51                1               54 
18.3284429992671 18.3391003460208 18.3432319527361 18.3547860167023 
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18.3582367164734        18.359375 18.3654729109275 18.3661714285714 
              19                6                8                1 
18.3662081609877 18.3666285301321 18.3690033747704 18.3768251528618 
              16               76                3                1 
18.3788590483703 18.3798931229003 18.3804381776414 18.3828078524688 
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18.3883608846448 18.3921414216194 18.3939426050597 18.3981077304715 
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18.3985028306068 18.3991346673878 18.4002020896604 18.4023692644732 
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18.4083044982699 18.4103839741105 18.4228939886451 18.4240362811791 
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18.4265342092613          18.4275 18.4304768133912 18.4364555580322 
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18.4383303850352 18.4425458240807 18.4450368900738 18.4549861495845 
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18.4593941966712 18.4598337950139 18.4622591467405 18.4708945135661 
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18.4714878305496 18.4732627529771 18.4815339557166 18.4821428571429 
              21               39               87                1 
 18.491124260355 18.4938271604938 18.4990216497552  18.502726326743 
               3                2                2                2 
18.5032509642613 18.5077660037741 18.5096941622455 18.5108056828173 
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18.5139259167407 18.5170593399504 18.5185185185185 18.5335683384073 
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18.5382792640585 18.5425175537851 18.5484241936226 18.5493460166468 
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 18.549856579975 18.5501582075829 18.5514574657942 18.5528756957328 
               2               31                4                1 
18.5535371070742 18.5567732222261 18.5570629490345 18.5616073711486 
              92                5                1              338 
18.5806621613243 18.5818699704047 18.5863929571179 18.5881160097523 
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18.5901249256395 18.5910367469641 18.5938884274463 18.6000372000744 
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18.6011430286832 18.6020761245675       18.6046875 18.6070693502446 
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18.6103419298251 18.6114958448753 18.6122448979592 18.6170204334565 
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18.6376917457999 18.6378976308248 18.6381571248329 18.6390532544379 
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 18.645344042454 18.6456153709812 18.6513157894737 18.6531801635032 
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18.6561663445908 18.6600213599146 18.6604958677686 18.6620146861942 
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18.6633026327277 18.6666666666667 18.6709343087944 18.6755998511997 
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18.6776470588235 18.6851211072664 18.6893291858395  18.701559954111 
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18.7022086846942 18.7041485890494  18.706008925052  18.709929997985 
              34                1               41               75 
18.7100965917908 18.7152699887838 18.7162874325749  18.718042366691 
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18.7230126526369 18.7304890738814  18.732782369146 18.7347644351885 
              63                5                6                1 
18.7361885939829 18.7449985219777 18.7453133787598 18.7455915078035 
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         18.7488  18.748837497675            18.75 18.7547445038179 
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18.7655682972855 18.7704166497627 18.7716638409055 18.7771804115037 
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18.7783446712018  18.779780947721        18.781875 18.7838468179091 
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18.7947802939491  18.796189499765 18.7966661647609 18.8043074311001 
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18.8092062514962 18.8101446357471 18.8189243102864 18.8267412545905 
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18.8271074380165 18.8271110398974  18.828801791704 18.8323917137476 
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18.8346020761246 18.8390699362044 18.8395061728395 18.8476454293629 
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18.8519127038254 18.8542591618055 18.8547720660967 18.8590827135741 
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 18.866793359389 18.8738069221938 18.8803329864724 18.8815807319115 
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18.8826254569123 18.8844179341251  18.888756692445 18.8921282798834 
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18.8949585101535 18.8969716391604 18.9020381328074 18.9024196573913 
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18.9035916824197 18.9069010188719 18.9209362793726 18.9252077562327 
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18.9291508923743 18.9301785455073 18.9370029036738 18.9387755102041 
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18.9401521660186 18.9441378882758 18.9444823334091          18.9504 
              18               48                1                2 
18.9514034630653 18.9516508065274 18.9522272535669  18.954323622933 
              29                5                1              108 
      18.9590625 18.9619274241523 18.9642857142857 18.9682743975684 
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18.9707172313753 18.9733555382105 18.9796297959943 18.9858236654135 
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18.9865907203038  18.987537975076 18.9896193771626 18.9909045445179 
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19.0022001665625 19.0039083509627 19.0063096389169 19.0118343195266 
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19.0123456790123 19.0191462428109  19.021973527818 19.0273483947681 
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19.0311418685121            19.04  19.043140579356 19.0443213296399 
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19.0458232156134 19.0470041322314 19.0500948109647 19.0519737844841 
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19.0532314658379 19.0567345420405 19.0587356381324 19.0677106576332 
              56                8                1                1 
19.0769612308455 19.0786732895369 19.0803324099723 19.0828328717291 
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19.0836381672763 19.0839080952551 19.0863905325444 19.0963948010291 
              13               35                1                1 
19.1000918273646 19.1068721237789 19.1077470034329 19.1080266321816 
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19.1111111111111 19.1212315104069 19.1231632463265 19.1263282172373 
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 19.130569317622 19.1314668343622 19.1326530612245 19.1358407408173 
               4              162                3               16 
        19.13625 19.1371270316505 19.1384640350521 19.1394382788766 
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19.1745799853908 19.1878005129179 19.1953027964922  19.197769964538 
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19.1982912068352 19.2048771194317 19.2072284971016 19.2149144628868 
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19.2233756247597 19.2248821997644 19.2260559190958  19.227124168534 
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19.2276878705336 19.2281478498748 19.2324899885257 19.2343779320698 
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19.2472196092974 19.2479534899262 19.2492573588982            19.25 
              13                1                2                1 
19.2548571428571 19.2570288155177 19.2579396462019  19.258788517577 
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19.2589866552998 19.2595399041214 19.2646498012978 19.2671714440238 
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19.2728576803566 19.2809314190057 19.2857142857143 19.2889274667438 
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19.2893792677752 19.2911592434755 19.2919567917498 19.2959569592609 
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  19.29935500496 19.3035368319257 19.3054671280277 19.3086100457915 
               4               87                3               88 
19.3104105931395 19.3129520052597       19.3134375 19.3224877276969 
              59                4                1                2 
19.3269421487603 19.3337299226651 19.3347386694773 19.3361937180546 
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19.3454451181114 19.3520006540608          19.3536 19.3547276704077 
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19.3548774194323  19.358024691358 19.3624726594715 19.3686337785899 
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19.3698347107438 19.3706101697918 19.3750387500775 19.3771626297578 
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 19.379197433927 19.3846153846154 19.3866922151619 19.3877807110453 
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19.3897773604223 19.3944137888276 19.3944392392444 19.3947055324212 
              42                1                1                2 
19.3961882273571 19.3965329336909 19.4212729704141 19.4240092901727 
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19.4330132601738 19.4371494569386   19.44207659029 19.4420804066522 
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19.4438258699003 19.4467429760666 19.4618072654581 19.4624221453287 
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19.4624610702509 19.4674012855831  19.469946632201 19.4724175229854 
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19.4734066290722 19.4759392288868 19.4768133174792 19.4771468144044 
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19.4857532572208 19.4869614512472 19.4873827454089        19.490625 
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19.4931202716848 19.4931773879142 19.4959870181132 19.5051282959709 
              43                1                2                2 
19.5065114203416 19.5088547815821 19.5140961710495 19.5173724407472 
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19.5261648210263 19.5263681028748 19.5300390600781         19.53125 
              70               26              344               28 
19.5337504726679 19.5510857142857 19.5555555555556 19.5629552549428 
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19.5633551457466 19.5644835734116 19.5681836676173 19.5682363337962 
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19.5706843026589 19.5707462121995 19.5710059171598 19.5716812826979 
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19.5778961395303 19.5781095673989 19.5886195383945 19.5917542079267 
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19.5918367346939 19.5964581216432 19.6051919956733 19.6070555743743 
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19.6071566121634 19.6122841225274 19.6145115473622 19.6193771626298 
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19.6237782406666 19.6282647011697 19.6311176040906 19.6329639889197 
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19.6334073544356 19.6355463059313 19.6363564324762 19.6407954252581 
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19.6456014213804 19.6461510640025 19.6505617497544 19.6507568505597 
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19.6575821723072 19.6601652892562    19.6623076683 19.6628964686501 
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19.6656374268908 19.6656643313287       19.6678125  19.673119065011 
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19.6751668531307 19.6777737305475 19.6814828915913          19.6875 
               1               15                5                1 
19.6905351129863 19.6914443415664 19.6923385536522  19.693428101257 
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19.7026295566173 19.7037037037037 19.7055324211779 19.7133215276154 
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19.7146684951918 19.7210369679802 19.7231833910035  19.723865877712 
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19.7253394506789 19.7293251729361  19.732004759072 19.7345193086465 
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19.7365610537558 19.7398344015438 19.7532297866163 19.7535878942726 
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19.7560064541617 19.7565963893448          19.7568 19.7573964497041 
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19.7581040323371 19.7665620244735 19.7678571428571 19.7772886895255 
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19.7776986669831 19.7884705788315  19.790244121678 19.7937310554311 
               3               28                3              100 
19.8010681735649 19.8012896025792 19.8027662327514 19.8041326357785 
              21                4               78                2 
19.8051100327553 19.8055951667459  19.810690508955 19.8140527358634 
               8                1               14               15 
19.8176773682124 19.8178444931692 19.8185667312283  19.824349635796 
               1                2                1                2 
19.8292936288089 19.8347107438017 19.8351629561233 19.8397064356612 
               1                7                2              303 
19.8400396800794 19.8412698412698           19.845 19.8522460698155 
             222                2                2                1 
19.8528496230546 19.8551526710663 19.8745588056311 19.8765432098765 
             125               20                5                1 
19.8791026005112 19.8838530488575 19.8911424777628 19.8991161090286 
               4                1               96                1 
19.9006543723974 19.9009528771432 19.9087378784176  19.909972299169 
               1                1                3                2 
19.9114851354703 19.9159843360627 19.9168954649323 19.9183673469388 
             159                1                9                1 
19.9186125015849 19.9206398412797        19.921875 19.9265779615122 
              20               42                7               14 
19.9323958896701 19.9361457324049 19.9364914858862 19.9369148738297 
               2              258               88                2 
19.9432125473229 19.9445541748226 19.9445826386198 19.9480597689036 
               1                6                6                7 
19.9492303537672 19.9535220499012 19.9572844088092 19.9593554942662 
               1                5                3                4 
19.9691760330266 19.9748579171215 19.9791883454735 19.9871815414196 
             911                2                6                9 
19.9933884297521 19.9946650901095 19.9954285714286 19.9957079029355 
              10               12                2               26 
              20 20.0057469344114 20.0098029604941 20.0131529656608 
               3                1                1                1 
20.0142549045429 20.0171828915086       20.0221875 20.0236783528035 
              86              125                3                1 
20.0256232686981  20.026772065128 20.0286560207627 20.0288415318058 
               2                5               85               10 
20.0373856651189 20.0474456213038  20.047765646879 20.0493827160494 
               4                4              165                2 
20.0541140433003 20.0561924561349 20.0609544384862 20.0617252066116 
               1               11                1                1 
20.0617283950617 20.0641542781302 20.0692041522491 20.0693039857228 
               1               14                6                1 
20.0706629786962 20.0725401450803 20.0773349196907  20.077747874749 
              66                9                7                1 
20.0796012764889 20.0826446280992 20.0831358693967 20.0838208859783 
               1                3              226               22 
20.0840552444842 20.0845623297895 20.0872899926954 20.0880401760804 
               5                2                1              137 
20.0892857142857 20.0902422145329 20.0954076183695 20.1124969723988 
               3                1                2                4 
20.1159402318805 20.1193950774998 20.1242236024845  20.125137203183 
              60              876                3                5 
20.1301775147929 20.1347797501644 20.1355858333018 20.1455831984644 
               1                2               74                5 
20.1522491349481            20.16 20.1613306452419 20.1662049861496 
               3                9               29                1 
20.1679515221055 20.1688831917962 20.1732526403228 20.1745537476426 
               2                1                1                1 
20.1756601860311 20.1771485243323 20.1775551480097 20.1777189268664 
             765                2               17                9 
20.1848754884235 20.1860490041115 20.1943261029379 20.1950922115531 
               2                2              133                5 
20.1955782312925 20.1976847504399        20.199375 20.1994697639187 
               2              164                2                1 
20.2019562955255 20.2020202020202 20.2043888159953 20.2176056058643 
               3               14               44               83 
20.2219529085873 20.2222222222222 20.2227134558075 20.2235278503487 
               1                2               42               66 
20.2314960395516 20.2315261773381 20.2361515834143 20.2379535990482 
              32                3                4                6 
20.2395007589813 20.2426061909205 20.2547866033232 20.2731558851941 
               8                6              332                7 
20.2812330989724 20.2824097108249 20.2847985719502 20.3019956335771 
               1                9                5              101 
20.3022986691135  20.307412205455 20.3074228269898 20.3112406224812 
              68                4               18               38 
         20.3125 20.3179839649227 20.3244382551093 20.3266115702479 
              10                1                4                2 
20.3286999754911  20.330596292445 20.3370654675194 20.3415365279484 
               1                4               93                5 
20.3427977839335 20.3437906875814 20.3460207612457 20.3610119851115 
               7               23                1              887 
20.3615160349854          20.3616 20.3630004562132 20.3714693143672 
               1                1                9              817 
20.3720612386647 20.3747639329189 20.3750121785958       20.3765625 
               4               46               21                3 
 20.379171193125 20.3815697149921 20.3907596253902 20.3911518934149 
              60                1                1                1 
20.3950617283951 20.3954214360042 20.3996615979443  20.404152249135 
               3                2               13                3 
20.4065551909658 20.4081632653061 20.4112206128202 20.4152249134948 
             150                1                7                4 
20.4264373372497 20.4294183624419 20.4346111817224 20.4381655849977 
             105                4               13                2 
20.4444444444444 20.4467420238417 20.4491374182035 20.4499189257339 
               1                6                6                8 
20.4528853177502 20.4532772701909 20.4651711924439 20.4684054338523 
               1                2                1              166 
 20.474210099919 20.4782666138195 20.4821574922579 20.4826609021216 
               2                1               22                3 
20.4852022607271 20.4870337611502 20.4932231404959 20.4956004756243 
             264                5                2                3 
20.4984707490076 20.5024730620776 20.5029585798817 20.5049339997437 
             155               13                5                3 
 20.506541013082 20.5104379963013 20.5150864789799 20.5176351542278 
             220                1                1               29 
20.5184981798535 20.5191340925413 20.5242703116236 20.5268144100302 
              26                1                1              457 
20.5268463466984 20.5322864925493 20.5397923875433 20.5429190989865 
              19                3                2                6 
20.5441928414901 20.5444197870644 20.5456936226167 20.5486125257965 
               1                9               12              130 
20.5498866213152         20.55375 20.5579358527138 20.5645572581468 
              10                1               24               14 
20.5679012345679 20.5688066136624 20.5693296602388 20.5701003117983 
               2                4                8                1 
20.5714285714286 20.5761316872428 20.5762810277254 20.5795629552549 
               2                5                1                1 
20.5818538865451 20.5878857142857 20.5955047760673 20.5980880711761 
               2                1               65             1363 
20.6016384454487   20.61065357621 20.6131310030262 20.6146121883657 
              34                1                1                3 
20.6150412300825 20.6155788410554  20.619253650622 20.6237212474425 
               4                1                1                1 
20.6261126807968 20.6308282986936 20.6336774652901 20.6348152341275 
               1                1                2              111 
20.6382414601376 20.6417714392944 20.6419456679421 20.6492033486362 
               9                1               12                2 
20.6527652050076 20.6558858331242 20.6575400021008 20.6577590424931 
               1                1                1                2 
20.6598760304959 20.6619841811112 20.6667080000827 20.6681058523407 
             216               13                5              131 
 20.674258323344 20.6745215002717 20.6788648871415 20.6851502395123 
             143              308               45                6 
20.6856626731005  20.685700875534 20.6904945433892 20.6911590993218 
               1                1                1               12 
20.6958936718905 20.6979501890473 20.6990265008113 20.6997075338323 
               1               25                2                1 
20.7008167413151 20.7018414036828        20.703125 20.7085463842221 
               7               47                6                2 
20.7113436385256 20.7137888473563 20.7139881429258 20.7156938086805 
               2                1                1                1 
20.7173504122014 20.7257557372258 20.7285657320874       20.7309375 
               8              225                1                4 
20.7335640138408 20.7342864150651           20.736 20.7407407407407 
               1                1                2               10 
20.7439024390244  20.745069393718  20.750666501333 20.7521076199177 
               3                1                5                1 
20.7587425830072 20.7612456747405          20.7648 20.7683662851197 
               1               12                2                7 
20.7697388051026 20.7743351774792 20.7756232686981 20.7813411078717 
              95               10                4                1 
20.7814182738066 20.7829135381454 20.7844543611689 20.7939049586777 
               2                4              576                1 
20.7967298935064 20.7997055877238 20.8012250344027 20.8036152929531 
               5                1              891               37 
20.8054701823689 20.8085612366231 20.8116545265349 20.8130299073098 
             151                3                9               27 
 20.813100747597 20.8185306034637 20.8209399167162 20.8212813119841 
               1                2                3               57 
20.8221966538451 20.8252080856124 20.8264462809917 20.8277761355308 
              18                1                5               12 
 20.828484323836  20.829995193078 20.8308814924602 20.8309153642529 
               1               11               87               63 
20.8325296091972 20.8360005041791 20.8457238081675 20.8491812697501 
               3                1                2                1 
20.8510094439544 20.8523526230395 20.8757396449704 20.8862917725835 
             140                1                1                6 
 20.888557519407 20.8888888888889 20.8928571428571 20.8956897933024 
               1                1                5                7 
20.8971417942836 20.8979591836735 20.9001607063856  20.902898948655 
              71                2               49              349 
20.9041950113379        20.908125 20.9112844261191 20.9125520523498 
               2                2                9                2 
20.9181244808771 20.9208908796711 20.9270868014269 20.9273356401384 
               3               85                1                1 
20.9279361391242 20.9280988320925 20.9321201247383 20.9366391184573 
               3                2                6                6 
20.9413895390291 20.9418282548476 20.9420572716169 20.9489561836267 
             157                1                1                6 
 20.956607495069 20.9571696149844 20.9571711629325 20.9572742022715 
               2                1                8                2 
20.9643605870021  20.967634834678 20.9677838710516 20.9698718074185 
               7              127               26               52 
20.9734039462704 20.9750297265161 20.9787009614995 20.9826865934724 
              35                1                2             1204 
20.9829658413642 20.9839876033058 20.9875046615765 20.9907345022446 
             116                1               97               15 
20.9912536443149 20.9930578512397 20.9940732094504  20.998697997396 
               1                1                7                1 
20.9991898460708  20.999209605179 21.0055921404575 21.0076677987465 
               4                2               28                2 
21.0219170438341 21.0319723183391  21.033913035568  21.038961038961 
              33                1              940                2 
21.0480476121353 21.0498179023689 21.0517082584097 21.0535714285714 
               5                1                1                1 
21.0603634855355 21.0621301775148 21.0626395857381 21.0701117723908 
               4                2                4                1 
21.0745064347272 21.0771952275208 21.0773914436789 21.0800421600843 
               1                7                2              117 
21.0812016656752 21.0828132906055       21.0853125 21.0884775511048 
               5                3                1               23 
21.0924421848844         21.09375 21.0961905148282 21.0972644167511 
             126               10                6                4 
21.1072664359862 21.1078580362592 21.1091623134495 21.1095937297898 
               3                1                2                6 
21.1130402729555 21.1175469609918 21.1181218210187 21.1248513674197 
             213               49                1                1 
21.1340446349532 21.1350163184756 21.1388558594266 21.1438201441429 
             190               21                1                5 
21.1440918749606 21.1441278306927 21.1459729448491 21.1479121183094 
              53              839                3                1 
21.1552942020151 21.1575423150846 21.1596694214876 21.1623535313719 
               2                7                2              184 
21.1627246541442           21.168 21.1702175577677 21.1719473122107 
               2                2                1                1 
21.1848853208298 21.1889273356401 21.1914486328973  21.192742415229 
               7                3               15                4 
21.1939199388603    21.1998360914 21.2031052289593 21.2036011080332 
               4                9                2                1 
  21.20713382701 21.2075689879619 21.2084487534626 21.2142857142857 
              25              131                1                3 
21.2168166271816 21.2178202134182 21.2182164455879 21.2183171945527 
             166                1                1                4 
21.2244897959184 21.2278876170656 21.2305720237141 21.2359281861421 
               3                4                3               27 
21.2443316582414 21.2485207100592  21.248682497365 21.2532312819728 
               6                1                4                1 
21.2571853715136 21.2585034013605 21.2590930940554 21.2592592592593 
            1309                9                5                1 
         21.2625 21.2652221145652 21.2781490651739 21.2816077868422 
              23               23               18                1 
 21.284691006882  21.286434805491 21.2870667955869 21.2874265352399 
             174                1              527                1 
21.2877425754851 21.2931675863352  21.295294753921 21.2987033116923 
              44                5                3                7 
21.3004544352284  21.300750999809 21.3039485766759 21.3054971564489 
             280               99                6              201 
21.3064649144824 21.3068181818182 21.3148788927336 21.3181639205133 
               1                1                6                5 
21.3262809917355 21.3333333333333 21.3347762747138 21.3382106386222 
               3                3                1                6 
21.3393086972645 21.3406601678648 21.3450249804868 21.3458823529412 
               6                5                2                1 
21.3499049587631 21.3513031164735 21.3513705945176 21.3585731272295 
              29              105                2                1 
 21.359306249733 21.3599145603418 21.3675213675214          21.3696 
               5                2                2                1 
21.3707597698869 21.3710104839565 21.3732113761269 21.3734636514122 
               1               18                2                1 
          21.375 21.3790368409139 21.3794141873998 21.3839419960573 
               1                2                5                1 
21.3993322688344 21.3997202187953 21.4030915576694 21.4079287592748 
               2              251                1                7 
21.4095458354663 21.4109449847583 21.4128972681386 21.4214876033058 
              41                2              296                2 
21.4235331517754 21.4287928575857 21.4320987654321 21.4343285829429 
               4                2                4               89 
21.4349112426035 21.4391172726982       21.4396875  21.440794744432 
               1               21                1                1 
21.4416718095671 21.4532871972318  21.453330103892 21.4535737137265 
               1                5                4               12 
21.4563417408085 21.4572680788897 21.4573741689252 21.4619366241636 
            1238                1              139                2 
21.4668642355036 21.4669024379371 21.4681869806953 21.4745612927661 
              67              113                2                2 
 21.478781303129 21.4790049131623 21.4830429660859        21.484375 
              11               24              409               22 
21.4928925619835 21.5018864862672 21.5044695564176 21.5086505190311 
               1                4                1                2 
21.5113854492077 21.5138585105239 21.5229001886575 21.5235796045786 
               2                3              211                1 
21.5237810847174 21.5241695922225 21.5271655275772 21.5278208334194 
               1                2               10               10 
21.5307938768245 21.5361461972588 21.5368882395909  21.540252701575 
               4                1                1               97 
21.5450907971684  21.560572421712 21.5639425170562 21.5644181288363 
               2               31                1                2 
21.5645449137418 21.5698673584847 21.5700650539358          21.5712 
               5                9                1                2 
21.5743162901308 21.5826238104089 21.5871505056514 21.5911677498096 
               3              390                3               69 
21.5962603878116 21.6041047799082 21.6049382716049 21.6114717943722 
               5                2                2              160 
21.6115226829707 21.6128117913832 21.6139973380415        21.616875 
              32                1              188                4 
21.6182539089934 21.6206477185712 21.6213017751479 21.6224963948085 
              78                1                3                1 
21.6246857142857 21.6249567447232  21.627992474735 21.6283077194254 
               2                1              168              128 
21.6311488543503 21.6332740357788 21.6333153055706 21.6399324765409 
               5             1299                1               37 
21.6412742382271 21.6441207075963 21.6450137042286 21.6558102557347 
               7                1                4                1 
21.6595041322314  21.660887180952 21.6663861899152 21.6712580348944 
              13               19                5                5 
21.6783433566867 21.6964285714286 21.6991628409398             21.7 
              34                2                2                1 
21.7000434000868 21.7013888888889 21.7024221453287 21.7057367080758 
              25                1                1                7 
21.7082475752853 21.7123829344433 21.7147957320784 21.7174515235457 
              29                8                2                1 
21.7180660897457 21.7192501143118 21.7241379310345  21.728552765278 
               2                4                1                1 
21.7292022866765 21.7361671346411 21.7365052529888 21.7432182269209 
             532               13                1               86 
21.7439737034332 21.7470970656227 21.7501966773104 21.7532179328114 
               1                3                1                8 
21.7542857142857 21.7554685336814 21.7558001189768 21.7577265148579 
               1                1                1                3 
21.7655274020225 21.7692685338458 21.7706205071577          21.7728 
             130                8               44                4 
21.7738423573813 21.7742370968613 21.7784352399737 21.7864923747277 
               4               20                6                1 
21.7885383867654 21.7886150058014 21.7897130009136 21.7925900277008 
               9              184             1107                1 
      21.7940625 21.7943992255011 21.7993079584775 21.7994451050337 
               4                1                7                2 
21.7996432086614 21.7996838360541 21.8041980451851 21.8076923076923 
             276               51                9                2 
 21.809872191173 21.8134995304751 21.8167474048443 21.8184866131295 
              19               63                1                1 
21.8265742653934 21.8268183449947 21.8268515426731 21.8299521999323 
               1                1                2                7 
21.8356686713373 21.8412862861229 21.8528360118936 21.8551182175269 
               3                1                1                1 
21.8559227288587 21.8563318013063 21.8571428571429 21.8695322752198 
              56                2                1                9 
21.8736437472875 21.8739595719382  21.874156089657           21.875 
             105                1                2               11 
21.8775510204082 21.8832507346169 21.8870763653774 21.8931630134998 
               2                4                1                1 
21.8952687040322 21.8971991207224  21.901186264308 21.9075824577062 
              38               11                1                5 
21.9103972950127 21.9104316324976 21.9138056975895 21.9168796610763 
               1                2                3                1 
21.9181518717781 21.9181835241133 21.9244497323022 21.9261258222297 
             109                1                2                5 
21.9272436762739 21.9288627691768 21.9363474122546 21.9379423410559 
             891                3                1                1 
21.9451687417049 21.9482860840722 21.9484309936362 21.9506172839506 
              42               24             1395                2 
21.9511182824019  21.952479338843 21.9533581924307 21.9568486474251 
             120                1               10                1 
21.9570439958407 21.9583772500878 21.9653925619835 21.9657582172307 
               4                4                1              163 
21.9660936363293 21.9671201814059         21.97125 21.9712939425879 
             192                6                3              391 
21.9713358572201 21.9737024221453 21.9760098900732   21.98891966759 
               5                5                1                1 
21.9927272727273 21.9940828402367 21.9952774498229 22.0035978824321 
               1                2                2               18 
22.0059660619101 22.0118783432833 22.0154763779795 22.0317256849864 
               1               28               33                5 
22.0331019174435 22.0331384554681 22.0366717265869  22.038567493113 
               1                1               11               16 
22.0473191811436 22.0565258131697 22.0580511886839 22.0603537981269 
             482                1                1                6 
22.0615684573885 22.0660330615738 22.0689441378883 22.0710778793748 
               8                1               89                1 
22.0727311260717 22.0740997229917 22.0774427036626 22.0802425075925 
               2                1               17                4 
22.0828431173678 22.0838668453902 22.0899653979239 22.0899895941727 
               9               47                2                2 
22.0930993456276 22.0968441936884 22.0985071063481 22.1002895900015 
               1               25                2                4 
22.1069192138384 22.1071014568796 22.1125235638901 22.1196887661802 
               5              130              162                1 
           22.12 22.1234567901235 22.1237466696387 22.1275685789702 
               1                5                1                1 
22.1313345852498 22.1325034366045 22.1367397300044 22.1382505356903 
             104               98                1                3 
  22.14290142866 22.1429446765144 22.1453287197232       22.1484375 
            1178              107                3               13 
22.1510225070211 22.1512730360054 22.1522550991094 22.1541703487688 
               1              392                1                4 
22.1650734162793 22.1676013459381 22.1736028537455           22.176 
               4                3                1               10 
22.1761443324513 22.1774637097661 22.1785714285714 22.1804733727811 
               4               18                1                1 
22.1852493074792  22.189349112426 22.1942865745794 22.1954908195531 
               1                1                4                1 
22.1993696582549  22.206330686138 22.2136784997223 22.2173724347449 
              32                7                5                1 
22.2174532254839 22.2222222222222 22.2223835099434 22.2290619335864 
             232                9                2                1 
22.2309871275413 22.2345155981933 22.2403301949461 22.2404900145064 
               5                1              130              121 
22.2417536671808  22.242544485089  22.248487006052  22.248620497241 
               1                3                2                1 
22.2600596372773  22.261748958953 22.2637618501321 22.2642445284891 
              12                2                8               71 
       22.265625 22.2668668100126 22.2739288453784 22.2787929240375 
               5                1              262                2 
22.2811280207008 22.2812945625891 22.2823335365198 22.2837370242215 
               2                1                1                2 
22.2891304508371 22.2960510419812 22.2989132368797 22.2989481895788 
               1              232              150               16 
22.3081499107674 22.3093564088697 22.3126661129355 22.3132784291452 
               7                1                3                1 
22.3142381768635 22.3145954104408 22.3156169383158   22.31700059512 
             150             1765               94                1 
22.3200446400893 22.3214285714286        22.325625 22.3267048096596 
             161                5                2                8 
22.3335437444767 22.3477820880418 22.3493029963147 22.3514201353662 
               1                3                3               61 
22.3631719558326 22.3668639053254 22.3674400245603 22.3756799506192 
               9                4                1                6 
22.3781697563395  22.378742982338 22.3815789473684 22.3838161962038 
              26                3                1               19 
22.3889336667562 22.3963668043681 22.3971131836227             22.4 
               6                1              124                2 
22.4058769513315 22.4081789853296 22.4174002067012 22.4194300729883 
               4                1               13               10 
22.4196876965183 22.4223286242818 22.4279102883588 22.4289433379017 
              18                3                5                9 
22.4300845517536 22.4323025156225 22.4353341268666  22.437288941736 
               1                9               70                1 
22.4437962798848 22.4445674740484 22.4466233431522 22.4489795918367 
               6                1               42                1 
22.4508905026573 22.4550895441803  22.458954952512 22.4595449190898 
               1                1                4              410 
22.4600343506408  22.465323037155 22.4675962539022 22.4688177645165 
               5             1257                3               10 
22.4691358024691 22.4746633034548 22.4765868886576 22.4813290656912 
              10                2                4                2 
22.4850006270827 22.4862461443673 22.4913494809689 22.4925619834711 
              91               68               11                6 
22.4939982263732 22.4971417684771 22.4971878515186   22.49860499721 
              10              174              262                3 
22.4996371026274             22.5       22.5028125 22.5034706124776 
               1                3                2               83 
22.5055297756025 22.5069252077562 22.5215080401784 22.5273021974615 
               3                7                2               16 
22.5310497087907 22.5346604539363 22.5450897182786 22.5532544378698 
               2                1                3                2 
22.5537363527389 22.5608782987129   22.56906729634 22.5710475017954 
              69                1                1                1 
22.5721735628965 22.5779085872576          22.5792  22.580690322671 
              25                2                7               12 
22.5827091723437 22.5895514360501 22.5942984967255 22.5945621500448 
               6                5               43               11 
22.5967394083548 22.5981404958678 22.6002629848784 22.6214069204927 
            1218                1                3               55 
22.6317328374302  22.640864624717 22.6421929718633 22.6438845734834 
             110                3                1                1 
22.6473769605192 22.6494202988406 22.6505869993347 22.6548453096906 
               2                5               21               79 
22.6555210895889         22.65625 22.6563995837669 22.6578968782938 
              24               17               23              308 
 22.659173553719 22.6607142857143 22.6705539358601 22.6707881987193 
               1                1                3               32 
22.6712802768166 22.6739502121842 22.6743310629478 22.6757369614512 
               1              783              340                8 
22.6799524092802            22.68 22.6800453600907 22.6928132595241 
               2                1              159                2 
22.6975723140496 22.7051235352471 22.7090370871348 22.7103595218552 
               2               24                1              803 
22.7127062970678 22.7162142546088 22.7189744005842 22.7204383708109 
               3                2                3                2 
22.7219291003679 22.7244034844085 22.7338033345585 22.7340347559092 
              23                1                1                5 
22.7419736502989 22.7456076213928 22.7491223332433            22.75 
              32               13                3                1 
22.7581446898431 22.7583067819754 22.7584775086505 22.7603305785124 
              50                5                3                1 
22.7614675359747 22.7676977989292 22.7694383538539 22.7702678475385 
               1                4                6                5 
  22.77318640955  22.773231956014 22.7775133236217 22.7794010226443 
              10                7                3                1 
         22.7808 22.7811751699603 22.7850455700911 22.7890854534215 
               1                5                5                2 
22.7941632353853 22.7981426377054 22.8060172799439 22.8075715667002 
               3              161                2              576 
 22.814274199977 22.8148148148148 22.8194900834246 22.8233837679971 
               4                4               11               42 
22.8247482203353 22.8257851239669  22.826880934989 22.8295476122202 
               2                2                2              157 
22.8328793462586 22.8373702422145 22.8395061728395 22.8455922120065 
               5                2                1                1 
22.8501457002914 22.8514742743771 22.8539974976225 22.8571428571429 
             109               88                1                1 
      22.8571875 22.8623685413809 22.8625344752504 22.8628997972858 
               2               10                2               48 
22.8629489517044 22.8650519031142 22.8657844990548 22.8669826909714 
            1164                1                1               76 
22.8680814504486 22.8687752675386 22.8735073617737 22.8771876999511 
               4                1                7                1 
22.8832935453358 22.8853620234555 22.8896488038723 22.8928199791883 
               1                1              244                9 
22.9056013667583 22.9105537490839 22.9114285714286 22.9154325259516 
               1                9                1                1 
22.9195499713313 22.9206708413417 22.9241155819606 22.9260355029586 
             157                1                1                3 
22.9383284251333 22.9397506925208 22.9421304537004 22.9481157445588 
               4                1                5                5 
22.9515938606848 22.9566831811464 22.9577602012347 22.9590876585494 
               4                1              167                3 
22.9596220438116 22.9645524379806 22.9661801352795  22.970567867036 
              24              235                1                1 
22.9719382009819   22.98190175237 22.9821428571429          22.9824 
               2                1                2                2 
22.9839169355758 22.9853975121687 22.9876543209877 22.9901767770242 
              16                3                1               55 
22.9923966942149 23.0011983461467 23.0029615805915 23.0111768573307 
               1              199                4                2 
23.0129799676382 23.0236058600876 23.0253606155015 23.0260682612201 
              85              111               33                2 
 23.027230105724  23.028605440986 23.0286174858064 23.0300453514739 
               1                1             1670                5 
23.0340062434964        23.034375 23.0373239574456  23.038096016739 
               3               21               39                1 
23.0411143613922 23.0454460908922  23.045852543318        23.046875 
              11              150              179                1 
 23.047912981294  23.051754907793 23.0518493823873 23.0545624644993 
               3                3               95                1 
23.0562961125922 23.0588235294118 23.0680507497116 23.0723875432526 
              19                2                3                1 
23.0761095978209 23.0809552528196 23.0835422608345 23.0876086662763 
               2              153               15                1 
23.0886181419576 23.0903790087464 23.0922783274138 23.0955573882176 
              18                2                1                1 
23.0991088306778 23.1012462024924 23.1084345786212 23.1107839863598 
               2                6                1                6 
23.1111111111111 23.1116725209229 23.1124722604475 23.1135734072022 
               3               64               16                1 
23.1246703720232  23.127677834303 23.1290637053267 23.1293715182586 
               3                1               18                1 
23.1309622382558 23.1343746269582 23.1385071035217 23.1404958677686 
              78                1                1                7 
23.1428571428571 23.1456034175863 23.1467129600926 23.1524525735027 
               3                1                1                4 
23.1543123241374 23.1547277498987 23.1728490800732 23.1802290292039 
               5                8             1471              126 
23.1836734693878           23.184  23.184999111019 23.1869852732362 
               1               13               35                1 
23.1919213838428 23.1935719503287 23.1949709138675  23.199178384088 
               3                1                1                3 
23.2057606972357 23.2186382626369         23.22432 23.2254318478734 
              51                1                1                2 
23.2273374630059 23.2287561349316 23.2302760523888 23.2334561768947 
             243              210                2                5 
23.2391772307285  23.240746481493 23.2407989674888 23.2423605343078 
               2               54              115               82 
23.2434080170706 23.2445945353274 23.2447322037501  23.250046500093 
               2                2               15                5 
23.2525951557093 23.2550186382135 23.2578112481974 23.2637229980342 
              12                2                5               52 
23.2686980609418 23.2689525240188 23.2736466389054 23.2758212359107 
               3                1                3                1 
23.2919251793671 23.2973720385311 23.2988165680473 23.3002615933413 
              14             1259                9                1 
23.3035714285714 23.3055885850178 23.3066800530675  23.309053069719 
               3                1                6                5 
 23.316475204379 23.3196364485983 23.3234180638183 23.3250266998932 
               3                1                1                1 
23.3256198347107 23.3271092717945 23.3275466550933 23.3326742645924 
               9                8                3               46 
23.3333333333333 23.3341204250295 23.3354661447552 23.3368521983201 
               5                1                4               39 
23.3376844270401 23.3444998139996   23.35248806358  23.355636914531 
               1              188                1                1 
23.3609440064217 23.3684260266755  23.371008965881 23.3711270746641 
               1                1                4                5 
23.3725761772853  23.374655247496  23.382903908665          23.3856 
               3                1              201                2 
23.3862975778547 23.3871435484806 23.3882182050078         23.38875 
               1               19               13                2 
23.3893635439798 23.3953580638762 23.4037658157961 23.4081799911519 
               1                1              905               18 
23.4116129032258 23.4116597265453 23.4157734751456  23.422090729783 
               1              321               54                1 
23.4235574063058 23.4262859196272 23.4293143105103 23.4297485525904 
               4                1               51              101 
23.4313977852316 23.4316417234497 23.4360468720937          23.4375 
              15               36              598               25 
23.4405005672015 23.4509182190514  23.458562375267  23.461960986422 
               1                1                1               12 
23.4631719263439 23.4637818388063 23.4642857142857 23.4645798011319 
               6               55                1                8 
23.4793368995022 23.4795274785355 23.4796638004949 23.4803494181658 
               8                1                5               16 
23.4844230243912 23.4848954546394 23.4852071005917 23.4915967790437 
               1                1                2                1 
23.4922314049587 23.4934753674364 23.4952368747063 23.4962389081573 
               1             1008                5                1 
 23.498542997086 23.5044499822001 23.5061728395062 23.5078053259871 
               1                1                2                5 
23.5102040816327 23.5161505479261 23.5278220645441 23.5294117647059 
               2              204                1                2 
23.5303663434622 23.5317042062656 23.5330427066857 23.5406720813442 
               1               15                3                6 
23.5432525951557 23.5550326585257 23.5555555555556 23.5595567867036 
               5                2                3                6 
23.5600471200942 23.5600888253227 23.5651710972843       23.5659375 
             147                1              113                3 
23.5678239522569 23.5708703910961 23.5761880165289 23.5834916992363 
             349                4                1                3 
         23.5872 23.5875263994295 23.5883292204964 23.5945633181589 
               1                5                4               95 
23.5970042064225 23.5987971975944 23.5995875611401 23.6004162330905 
               1                1                3               11 
23.6109458655562 23.6127508854782 23.6171815982158 23.6186981376919 
               7                3                6              668 
23.6212145489505 23.6240885768296 23.6244474927602 23.6280245717391 
              14                1                5              393 
23.6289361467612 23.6301916390815 23.6312911580147 23.6313472626945 
               1              159               56               40 
23.6340330075308 23.6500985365526 23.6614386154678 23.6638773152201 
               1               31                2                1 
23.6715976331361 23.6751902075233 23.6759053165002  23.679012345679 
               2              134                1                1 
23.6806029167614 23.6838732645069 23.6878012818526 23.6902840669587 
               8                2              333                1 
23.6982857142857 23.7103429969605 23.7118446309609 23.7166944227631 
               2               79                6                3 
23.7198744293682 23.7201166180758 23.7245372449929 23.7252861602497 
              46                1                1                3 
23.7265763787726 23.7273525454847 23.7308141066657 23.7317479191439 
             134                1                1                3 
23.7332384003797 23.7340720221607 23.7344224688449 23.7371903315235 
               8                1               22              139 
23.7386621315193 23.7390563511704 23.7399561723886        23.743125 
               1                1                1                2 
23.7436647945051 23.7449008905487 23.7461364695758 23.7482929460136 
               3                1                1               11 
23.7527502082031 23.7648689583093 23.7756997253125 23.7774669097725 
               6                2               15             1623 
23.7781180439541 23.7835273555757 23.7857142857143          23.7888 
               3                1                1                1 
23.7892195629552 23.7903701613855 23.7953599048186 23.7966014393567 
               3               11                6              175 
23.7997880840052 23.8039257241949 23.8054016620499 23.8067217056688 
               1               45                2               90 
23.8076477227934 23.8086901719128 23.8148283418554  23.818676208781 
             103                2                2                3 
23.8221690855072 23.8249529740316 23.8261832052796 23.8266476532953 
              10                6                5               60 
       23.828125 23.8330046022354 23.8332680055191 23.8339100346021 
               6                1               59                1 
23.8403797120094 23.8407272039521 23.8452687958738 23.8462015385569 
              11                3                1               21 
 23.849815602825 23.8518518518518 23.8535410896614 23.8571626297578 
               8                2                1                2 
 23.859452015779 23.8632965468138 23.8684859921614 23.8700477400955 
             102                1                2                4 
23.8719249064796 23.8726371650366 23.8727985225891 23.8751147842057 
              50                3                1               21 
23.8754325259516 23.8879816602608  23.893258879433 23.9015393880086 
               3              193                1                5 
23.9047678095356 23.9048691500383 23.9079102715466 23.9087812399154 
               1                1                6                2 
23.9143335429528 23.9188302920412       23.9203125  23.922422999701 
            1261                2               11                1 
23.9230800438152 23.9233748788859 23.9360623149012 23.9389897746315 
               7               29                2                1 
23.9394809920521 23.9396313503371 23.9464285714286  23.948245092207 
               1                1                1                1 
23.9512265931195  23.952216066482 23.9565414214577 23.9596198574086 
               1                3                1                3 
23.9603705013862 23.9621622100387 23.9630112396319 23.9633448747851 
              74               21               76               85 
23.9714625445898   23.97802289282 23.9797501755668 23.9833846063249 
               1                2                1                1 
23.9846178497036 23.9890658352745 23.9892882086895          23.9904 
               1                4                9                5 
23.9920661157025  23.996597307895 23.9994591671174               24 
               1              123                2                4 
24.0054869684499  24.005673011346 24.0121628676359 24.0141176470588 
               3                2                1                1 
24.0203250489603 24.0219480438961  24.023808670085 24.0239753835909 
               4               61                2               79 
24.0284140233642 24.0311027497055 24.0344071512903  24.034609838167 
               1             1634                5                9 
24.0351848123435 24.0352448530235 24.0443213296399 24.0443786982249 
              49               27                1                2 
24.0448627981427 24.0493869417491 24.0569347455645 24.0640473876626 
               6               56                1                1 
24.0710500324592 24.0714260102549 24.0722646693515 24.0882231171666 
              32                2                1               11 
24.0914767543821  24.092970521542          24.0975 24.1056482112964 
             177                5                1               26 
24.1071428571429 24.1091842709788 24.1111593334298 24.1168947055324 
               5                2                6                2 
24.1199680439013  24.128760814554 24.1294210399072 24.1349963668786 
              94               12              974                5 
24.1399416909621 24.1403312208956 24.1412982825966 24.1415192507804 
               1                1                5                5 
24.1426285714286 24.1432740929998 24.1485457063712 24.1490683229814 
               1              249                2                1 
24.1586776859504 24.1602203172157 24.1632653061224 24.1668262226847 
               7                7                2                3 
24.1671624033314 24.1702421475683 24.1710726643599 24.1720549556802 
               6                7                2                1 
24.1760258607022 24.1792588336685 24.1855468929965 24.1910283112184 
              23                1              173                1 
          24.192 24.1935967742903 24.1964937910884 24.1965589532648 
              31               28                1               11 
24.1975308641975 24.1994459833795  24.202753483632 24.2107922232373 
               6                1               70             1246 
24.2126964475647 24.2130661776116 24.2132627122397 24.2172484344969 
              18                2                3               81 
24.2187251860326         24.21875 24.2187984375969 24.2214532871972 
              27               10               14               11 
24.2221431114276 24.2307692307692 24.2367243737258 24.2372217005279 
               3                7               11              293 
24.2382271468144 24.2424242424242 24.2429899506944 24.2439184746877 
               5                1                1                1 
24.2441864194073 24.2491342125541  24.256837098692 24.2586740719461 
              12                9                1                1 
24.2682334204184 24.2686199658114       24.2746875 24.2760327892583 
               8              163                7                1 
24.2765912130176 24.2769235538471 24.2904368358914 24.2907428571429 
             559                1                2                1 
24.2958308401824 24.2991491894542             24.3 24.3046178773967 
             100                1                1                1 
24.3096117833322 24.3134993919193 24.3232286833926 24.3252892561983 
               1                1                2                2 
24.3261776846134 24.3280276816609 24.3280763378136 24.3374797187669 
             142                6              505                2 
24.3417582863402 24.3448753462604 24.3449240361085 24.3480211504567 
               3                1                1                1 
24.3496091246956 24.3522709267641 24.3545706371191 24.3556295525494 
               1                1                1                2 
 24.357191571526 24.3623167368268  24.366400339606 24.3721975047256 
               1                1              264               42 
24.3734887469775 24.3744042175584  24.374496478098 24.3789774078478 
               1              199               57                1 
24.3823729785937 24.3865264441396 24.3926202138119 24.3947164300464 
               3                3              163               13 
24.3948207918934 24.3967155509341 24.4015663937344 24.4044785610232 
               1                2                2                2 
24.4077060262829 24.4079677500695 24.4125488250976 24.4137152320373 
              74                8              443                1 
24.4171880908349 24.4324001502197 24.4332143821338 24.4351866688031 
               2                1               91                1 
 24.436084733382 24.4374595892049 24.4388571428571 24.4391985480323 
               1                1                4               19 
 24.441802087462 24.4444444444444 24.4457631772406        24.451875 
               1                5              260                4 
24.4531236984912 24.4531880264712 24.4541939321832 24.4560634171024 
              13                9                3                5 
24.4622406404576 24.4646016033724 24.4702046497519 24.4717583036217 
             127                6                3                1 
24.4751511217494 24.4801268149249 24.4817001180638 24.4849826989619 
               1               20                2                2 
24.4897959183673 24.4901380351454 24.4919008264463 24.4990548204159 
               2                1                2                2 
24.5089457652043 24.5090812762271 24.5140754931793  24.515531321105 
               2              171               12                1 
24.5178145128598 24.5290059821843 24.5297228008332  24.532179556517 
               6                3                5                2 
24.5336027862138 24.5361062150696 24.5389649018441 24.5412049861496 
              99                6                2                6 
24.5417157500982 24.5432098765432 24.5444328824141 24.5460549514849 
               3                1               11              203 
24.5471786321474 24.5481740963482 24.5523907025776  24.560326301478 
               4                3                4                1 
24.5634460631996 24.5767758399263 24.5799308166664 24.5809896760413 
             881                1                7                1 
24.5898375512501 24.5933825200984 24.5947205707491          24.5952 
             116                3                1                5 
24.5968233871952 24.5972171631843 24.5983431859742 24.6032238096222 
               8               21                1               18 
 24.603550295858 24.6078492156984        24.609375 24.6097337006428 
               2               68                7                7 
24.6181037747759 24.6229063886699 24.6286504407328       24.6290625 
               1               94              204                1 
24.6321772920362 24.6411753955367   24.65483234714 24.6585123966942 
              51               32                7                2 
24.6616564661701 24.6617506467527  24.662189633535 24.6695230232566 
              13               25               17               10 
 24.671052631579 24.6755002704164 24.6770213383655 24.6795922163273 
               2                2                2               22 
24.6837993675987 24.6866512380119 24.6913580246914 24.6915372332704 
               5                1                1                3 
24.6919848678407 24.6950080677021 24.7177056854114 24.7251829329413 
            1216              105              144                2 
24.7332362122789 24.7375346260388 24.7409372871024 24.7427505987127 
               1                2                2                2 
24.7464607203663 24.7523956483011 24.7551657947232 24.7675659198293 
             109               42                6                6 
24.7720967102656 24.7767952496903 24.7839456717874 24.7841546796697 
               2                2                1                1 
24.7842277691476  24.791493158834 24.7950602410081          24.7968 
              48                1               59                1 
 24.798892733564 24.8000496000992 24.8015873015873   24.80276816609 
               1             1368                6                4 
24.8031496062992  24.803772632503 24.8054129326252         24.80625 
              87                1                3               22 
24.8094258003261 24.8104637336504 24.8194246388493  24.819944598338 
              46                1                2                1 
 24.823078217585 24.8261238438763 24.8357634994392 24.8409800895781 
              20               17                6                3 
24.8431522430411 24.8431985070388 24.8490413178504 24.8502556610665 
              55                4                2                4 
24.8564133491903 24.8608204946417 24.8639519609683 24.8642266824085 
             109                7                1                7 
24.8673303802465 24.8711912405989 24.8748884594543 24.8777196829145 
               2                5              178                1 
24.8811436980781  24.885922348022 24.8888888888889 24.8893564193378 
               1               33                3             1161 
24.9030838894825 24.9082224518903 24.9107674003569 24.9134948096886 
              36               14                2                5 
24.9199003203987 24.9220395421436 24.9258910760661  24.933864265928 
               2                4                2                3 
 24.935413272148 24.9357075933142 24.9362782462589 24.9413452334026 
               2                2               42              117 
24.9467954557211 24.9550499100998 24.9571009538995 24.9601427721594 
               8                1               14                2 
24.9614700412833 24.9649464792586 24.9655964497408 24.9665642188427 
            1298                1                3               12 
24.9722721667666 24.9739854318418 24.9756358887718 24.9763313609467 
               6                4                4                1 
24.9770431588613 24.9771928115285 24.9795918367347       24.9834375 
               5               71                1                2 
24.9917355371901 24.9933313626369 24.9937511716797 24.9965397923875 
               6               20               11                1 
   24.9984499969               25    25.0000500001 25.0094651767576 
             119                7               13                1 
 25.013520822066 25.0147058823529 25.0178186306786 25.0295979410044 
               1                1              687                3 
25.0366826518898 25.0399187109885 25.0451290905455  25.057792051068 
               5                1               47              169 
25.0593070266297 25.0597070585988 25.0610071532643 25.0617283950617 
               2              850              134                3 
25.0676425541254 25.0714285714286 25.0748277519628 25.0761930481077 
               9                2                2                1 
25.0801928476628 25.0883287233703 25.0906751813504  25.096616357409 
              80              341               22                3 
25.0995015956112 25.1017493770525 25.1023216727874 25.1038781163435 
               5                2                6                2 
25.1047761074728 25.1050690556053 25.1100502201004 25.1108428720083 
             300               81              119                1 
25.1128027681661 25.1192595229619 25.1278798415585 25.1302948185042 
              10                4               44               79 
25.1390122157407 25.1406212154985  25.148605395519 25.1531502292182 
               1                6                4                2 
25.1543360229578        25.160625 25.1627218934911 25.1700356718193 
             169                1                3                1 
25.1792239121668 25.1794285714286 25.1807851239669 25.1895043731778 
             181                2                1                2 
25.1903114186851 25.1937503875008             25.2 25.2061096681783 
               8               31               17                1 
25.2080856123662 25.2092013584959 25.2112458923283  25.216330227715 
               1                3                1               32 
25.2173585757838 25.2240890049998 25.2263004526009 25.2326578871908 
               2                2                2              180 
25.2363403300753 25.2403792004816 25.2406956426816  25.241950059453 
               5                9              274                1 
25.2445416614698 25.2467532467532 25.2471059380499 25.2524512610462 
               2                1              231               15 
25.2535362213582 25.2595155709343  25.264054201203 25.2644265887509 
              17                3                4                1 
25.2652076663304 25.2825698988697 25.2847535550411 25.2874957210622 
               2                5                2                1 
25.2891944547266 25.2942896418337 25.2974419988102 25.2986828052688 
               9              118                3                1 
25.2993759487266  25.299646201873 25.3069320474676 25.3086419753086 
               1                1                2                1 
25.3109306218612 25.3136600947758 25.3154542937384 25.3167173001013 
               1               10                1                3 
25.3187209975528 25.3192444036057  25.324958677686 25.3265235457064 
               7               79                2                1 
 25.331479234387 25.3315124757478 25.3341729823956 25.3342470970656 
             179                3                1                3 
25.3350749966218 25.3406291936551 25.3443526170799 25.3515413737155 
               2               88                3                2 
25.3540546143592 25.3619257238514 25.3725841729714 25.3729533968313 
               9                6                1               74 
          25.375 25.3806885091507 25.3840142673342 25.3842785337372 
               2                3                4               24 
25.3890507781016 25.3902185223725        25.390625 25.3924296775929 
             601                2               13               40 
 25.395269584973 25.3970222226159  25.399416909621 25.4001264146196 
               1                5                1               47 
         25.4016 25.4028160836116 25.4028285834349 25.4032766130048 
               3                2                2               18 
25.4043086211172 25.4074074074074 25.4098868853475 25.4235992342952 
             214                1                4               69 
25.4380669200948 25.4382310527159 25.4490827855543 25.4571428571429 
               1               10               28                3 
25.4576932223543 25.4580659041199 25.4606994421089 25.4618597347055 
               2                1               92                1 
25.4619806334632  25.463447436559 25.4641463093724 25.4696789536266 
               1                2                1                1 
25.4715120525931 25.4758294983718 25.4766600920447 25.4823507381168 
               1                1                4                1 
25.4884495317378  25.497550995102 25.4981960617905  25.498418996838 
               7                2               10                1 
25.5020344751433 25.5036157024793 25.5081939887072 25.5086224458163 
             133                1              644               80 
25.5102040816327 25.5145884743795           25.515 25.5228531855956 
               5                1                2                8 
25.5234868731987 25.5295765659475 25.5296448712087 25.5351203223182 
               8               80                2                6 
25.5357477950835 25.5393901175623 25.5405082238736 25.5444801547043 
               2                6               24               66 
25.5478015681929 25.5490143127194  25.551398841715 25.5584439740308 
              42                1                5                6 
25.5588462006572 25.5621702379139 25.5665965877386 25.5759593550437 
               1                1                9               82 
25.5802469135802 25.5843511687023 25.5921631843264 25.5937370619895 
               4               17                1                5 
25.5953823973702          25.6032 25.6055363321799 25.6065028259089 
               2                4                1             1298 
25.6087922014378 25.6198859505157 25.6199327030924 25.6234112468225 
               4                5                1                1 
25.6271092423842 25.6311674996796 25.6369171607114 25.6430550059359 
             106                6                5                1 
25.6510596330587 25.6543723973825 25.6581818181818 25.6629594790632 
              41                1                1                6 
25.6634397566316 25.6734363852556 25.6772528616025 25.6786488737331 
              39                1                2               10 
25.6791987226012 25.6805247338305 25.6838948580944 25.6839942251313 
               1               19                1                7 
25.6857656572456 25.6861997350638 25.6885714285714       25.6921875 
             990               69                1                9 
25.6954767217663 25.6965306318156 25.6971435738088 25.6978737136505 
              32               28               86                1 
25.7015820154089 25.7071976688543  25.711008267078 25.7116620752984 
               1               12                1               11 
25.7142857142857 25.7210322145387 25.7218934911243 25.7273173581814 
               2                1                4                4 
25.7285109064809 25.7324733399467 25.7437052385028 25.7476100889702 
               1               15                1             1453 
25.7515196470836 25.7633169702625 25.7657134562346 25.7688015376031 
               9                3                1               25 
25.7694735513193 25.7748058957947 25.7777777777778 25.7796515593031 
               1                1                3               86 
25.7804858792345         25.78125  25.782640850996 25.7894064175225 
               1                3               16               44 
25.7935190426594 25.7959183673469 25.7989404867699 25.7990201930817 
             638                1                2                3 
25.8024320849277          25.8048 25.8064516129032 25.8065032259097 
              61                7                2               11 
25.8166302126286 25.8205430932704 25.8247933884298 25.8248450381198 
               2                4                6             1099 
25.8259637461533 25.8264424080582  25.827480226389 25.8282603452729 
               3                7              150                1 
25.8333850001033   25.84282290418 25.8431518753397 25.8477682188187 
              10              597              210                2 
25.8485811089269 25.8530364805631 25.8620235954563 25.8629088686749 
             378               54                1              120 
25.8645124716553 25.8660561914672        25.869375 25.8698670898631 
               6                1                1                2 
25.8856829802776 25.8860931589103  25.887573964497  25.889179548157 
               1              101                1                7 
25.8966880152517 25.8975778546713 25.9044268088536 25.9094569517874 
              12                3                1                2 
25.9106843468983 25.9151279559443 25.9161992759182 25.9165358013966 
               5                1                8                1 
25.9192608228966            25.92 25.9259259259259 25.9388273878589 
              46                3                1                1 
25.9419046907921 25.9480203594433 25.9515570934256 25.9599288429346 
              11                1                4               77 
25.9645421720962 25.9653979238754  25.967918971849 25.9695290858726 
               4                1               57                1 
25.9701155481953 25.9709662276467 25.9720404521118 25.9723100091361 
               5                5                1              167 
25.9749519499039 25.9757176998284 25.9833360038455 25.9862503196081 
              60                5                1               37 
 25.990827028913 25.9911872798037 25.9914049586777 25.9994460732962 
              26                1                4               30 
26.0006315860383          26.0064 26.0068377279612 26.0118063754427 
              14                2                1                2 
26.0231632543297 26.0261748958953 26.0275824770146 26.0307818586445 
               2                6                1                1 
26.0314437984248 26.0374939913475 26.0400520801042       26.0465625 
               2                3              157                1 
26.0473893728853 26.0548595213319 26.0550133280675 26.0583536246743 
               4                2               22                1 
26.0680944902937 26.0750427440119  26.078971533517 26.0813772966566 
               1              149                2                2 
26.0883638650394 26.0909115568231 26.0927684441198  26.094674556213 
               1              147                1                5 
26.1108920655341 26.1144522289045 26.1209680454665 26.1231222406149 
               4               13                1                3 
 26.125200882982 26.1263386432098 26.1385021824864 26.1406900654372 
              55               81               13                3 
26.1426884803508 26.1462460641184 26.1476556010963 26.1523354803838 
               2                5              117                1 
26.1526820631496 26.1552136007498 26.1560692424125 26.1580165289256 
              64              149               80                1 
 26.159169550173 26.1650376542221 26.1653332578522 26.1702523405047 
               4                1               10               54 
       26.171875 26.1751945211374 26.1756773513547 26.1843182966144 
               5                1                2                3 
26.1957992168031 26.2030696576151           26.208 26.2097298388145 
               3                2               24               19 
26.2171952915334  26.218820861678 26.2196531791908 26.2208499025211 
             198                1                1                4 
26.2222222222222 26.2226847034339         26.22375 26.2310346049264 
               1                2                2                2 
26.2381167949298 26.2388951986276 26.2390670553936 26.2419771887884 
               1                3                1                5 
26.2429979307688  26.248372496745            26.25 26.2569901755719 
              10                1                1              282 
26.2579382301622 26.2595847484332 26.2599008815403 26.2625622907496 
               8                2                1              147 
26.2638674037679 26.2639414167717 26.2639923291134 26.2712389831559 
               1                3               46                1 
26.2716049382716 26.2810650887574 26.2810778380546 26.2861773360598 
               1                1                6               34 
26.2916933268094 26.2927484434851 26.2975778546713 26.2984878369494 
               4              133                4                1 
 26.299853907962 26.3047325402609 26.3081717451524 26.3090608825846 
               1               36                4              116 
26.3113026226052 26.3126924115287 26.3153880481967 26.3206150955764 
               1              125                2                2 
26.3315494491411 26.3342024900459 26.3381171923634  26.346494034401 
               4               11               87                7 
26.3467393045986 26.3603225083856 26.3655527311055 26.3684429065744 
               3                9              387                3 
26.3702381435352   26.37522249911 26.3869921622373 26.3943385029627 
               5                1                8               77 
26.3958034013833 26.3979773944081 26.4007176213798 26.4014242314199 
               1                1                5               10 
  26.41425401194 26.4235698242833 26.4324661810614 26.4338524896331 
               9                1               13               19 
 26.434213024676 26.4380708219837 26.4432189249223 26.4462809917355 
             219                1                1                3 
26.4469278938558 26.4489795918367 26.4529419142149 26.4552314818915 
              10                1              671                3 
26.4567830173723 26.4589670230763 26.4591582437603 26.4624186081524 
              48               12               47                3 
26.4674556213018  26.469315580645 26.4704661640728 26.4791818845873 
               2               50               74                1 
26.4814543469917 26.4893107911216 26.4912396694215 26.4994117408414 
               1               16                2                2 
  26.49979511425 26.5022499637103 26.5045013850416 26.5069393718042 
              72                1                5                1 
26.5118040651433 26.5178571428571 26.5210207839771 26.5222752667728 
               1                3              817                2 
26.5253979238754 26.5284409549752 26.5313738174646 26.5337588296461 
               1                2                1                1 
26.5364090368609 26.5432040971097 26.5447331878596 26.5449102326776 
               1               11                1               75 
26.5467128027682 26.5546457814169 26.5558606199097 26.5608531217062 
               1                1               14               70 
26.5609657222648          26.5625 26.5643447461629  26.571481714392 
               4                8                3             1318 
26.5731292517007        26.578125 26.5793430995146 26.5815276432065 
               2                9                1              296 
26.5825531651063 26.5872663623251  26.598973805023 26.6058637586025 
               3                1                1              704 
26.6088334944836          26.6112 26.6129564517194 26.6142857142857 
             301                4                4                4 
26.6171169461453 26.6193433895297 26.6212695109261 26.6255680440355 
               8                1                1             1082 
26.6259387497612 26.6318714455611 26.6389177939646 26.6392677201145 
             618              659                3                2 
26.6418914993165  26.643598615917 26.6508620838597 26.6577781676242 
              20                1                1                1 
26.6578512396694 26.6586187817514 26.6595534534794 26.6605714285714 
               4                1                7                1 
26.6609438705806 26.6666666666667 26.6668602119321 26.6727632982777 
              34                6                1                1 
26.6794283588567 26.6812812256085  26.681418717832 26.6823529411765 
               2                1                1                7 
26.6834354334861 26.6873811984539 26.6883962339353  26.690104400617 
               3               10               13                1 
26.6944978334401 26.7039243755907 26.7057948286824 26.7094017094017 
               1              122                1                4 
26.7165142201586 26.7170934341869 26.7181784363569  26.728714614454 
               3                3                1                6 
26.7292027967799 26.7299274950717 26.7340690637237 26.7404844290657 
              13                1                3                2 
26.7471383975026 26.7486249258213 26.7521521997622 26.7522057041736 
               1               46                1               16 
26.7532125783957  26.756153512307 26.7564682750226 26.7608839715949 
               1               64                1               26 
26.7697798929209 26.7759341149742 26.7768595041322  26.777514492529 
               3                1                4              140 
 26.778740325979 26.7811186509947 26.7816697968747 26.7825619188775 
               2                8                2               34 
26.7901234567901 26.7919778443107 26.7932767270493 26.7998646977223 
               5               30               34                1 
26.8100728407908          26.8128 26.8166626298651  26.830841084418 
               1                2                2               82 
26.8314704601539  26.831882235193 26.8320713899405 26.8335162709107 
               1               10                2               10 
26.8351800554017 26.8363871060275 26.8386476526198 26.8402366863905 
               1                2                2                3 
26.8457142857143 26.8538037076074 26.8544055741036 26.8567168106662 
               1                4                1                2 
 26.862920718085  26.867729516709 26.8768779503533 26.8868279672043 
              24                3               16              147 
26.8918442557282 26.8923231381548 26.8971606648199  26.897670187097 
               2                1                2                1 
26.9036252358219         26.90625 26.9127258746636 26.9129344487063 
              21                1                3               14 
26.9134923460306  26.914732005482 26.9182129318434 26.9184481698361 
               3                1                6                1 
26.9211102994887 26.9257681372506 26.9274376417234          26.9325 
               1              127                1                4 
26.9325555358618 26.9391850879937 26.9463879819672 26.9491652264555 
               6               73                3              105 
26.9514539029078        26.953125 26.9546820085376 26.9583876445859 
              81                4               99              109 
26.9598403417247 26.9611382197971 26.9612073112375 26.9625813174198 
               2                1                8                3 
26.9678953626635 26.9681227863046 26.9745944521811 26.9753682364508 
               9                1                1                8 
26.9839381320642  26.986001011975 26.9896193771626 26.9910743801653 
               4                1                1                1 
26.9988761706556  26.999031876367 26.9990546549491               27 
               3                2                1                2 
27.0044984534414          27.0144 27.0161830646242 27.0197906695195 
               2                3                4               82 
27.0245531039266  27.025809648214 27.0266272189349  27.031195930904 
              20                2                7                1 
27.0319657762847 27.0372596505488 27.0416441319632 27.0432129477666 
               3                2                1                6 
27.0466669662932 27.0499155956761 27.0514828187756 27.0538027739674 
               2               43                1                1 
27.0551508844953 27.0556554537082 27.0576855377079 27.0640515887601 
               4                1                8                1 
27.0648975655894 27.0649849258176  27.069731558818   27.07610897619 
              32               59              166                9 
27.0771428571429 27.0841590698903 27.0894920720236 27.0909745617884 
               1                2                1                2 
27.0958082571099 27.0992510068125 27.1029113486798       27.1096875 
              78                9              171                1 
27.1160872900258 27.1188542377085  27.120315581854 27.1208159603819 
             148               15                1              153 
27.1233182466365 27.1247974448612           27.125 27.1250542501085 
               1              108                1               23 
27.1278221127871 27.1280276816609 27.1281957633309 27.1290053125731 
               2               10                1                1 
27.1358024691358 27.1415823914337 27.1430374952657  27.145319733524 
               2                1                1                1 
27.1467542935086 27.1479832900494 27.1525877453897 27.1576859504132 
              30                6                1                1 
 27.159386068477 27.1616766467066 27.1617894571612 27.1702089183013 
               1                1                2               68 
   27.1722282575 27.1739110850863 27.1786019271044 27.1808999081726 
              26                2                1                1 
27.1816300864132  27.184953299752 27.1876795005203  27.193036842214 
               1                1                2                1 
27.1971581435724 27.2087402546211 27.2130177514793           27.216 
              29               46                1               19 
27.2170354029289 27.2173029467267 27.2381309814224 27.2392244832559 
              22                1                1                3 
27.2461482422965  27.248310496621 27.2524314262262 27.2526351504316 
              18                1               72               72 
27.2552475564813  27.260679521359 27.2623402389662 27.2663149204415 
               3                1              101                5 
27.2668744130938 27.2680055401662 27.2741985861776 27.2774925715141 
             201                2                1               51 
27.2778447093985 27.2800545601091 27.2822617556948 27.2826910224994 
               1              128                2                1 
       27.286875 27.2886297376093 27.2912072451364 27.2924666943084 
               2                1               97               54 
27.2932241604367             27.3 27.3019390581718 27.3101730103806 
               2                1                1                1 
27.3105368879156  27.316045014867 27.3199034110734 27.3212373587151 
               1               10              171                1 
27.3214285714286 27.3243214170461 27.3356401384083 27.3366307494369 
               3                1                1                8 
27.3369153440247 27.3399119996583 27.3420546841094         27.34375 
              27                2              430               11 
27.3520189897523 27.3690858800403  27.376482830385 27.3777777777778 
               5              423                9                1 
27.3792105253652 27.3963047926096 27.3976898397226 27.3990446970793 
               3                2              477                4 
27.3993816884661 27.4058262402239 27.4076572777871 27.4090545953424 
               2                5                2              459 
27.4144536926939          27.4176  27.419409677529 27.4195302040651 
               1                2                5                1 
27.4259854304833 27.4348422496571 27.4355387420452 27.4369492068579 
               1                3             1176                1 
27.4388978530023 27.4424718487268 27.4509288797148 27.4517621929512 
             866                1                1                1 
27.4535327397921 27.4571977715384 27.4576170454116       27.4640625 
               2              585              707                6 
27.4641174282349 27.4671280276817 27.4675785646467 27.4688512605982 
            1370                4               22               27 
27.4739400486092 27.4756294930182 27.4761033553013 27.4827142452069 
               1                4                3                5 
27.4861495844875 27.4898869720405 27.4909090909091 27.4926644989006 
               3                1                8                2 
  27.49829499659 27.5056971001027 27.5133848899465 27.5148479291041 
               1                1                2                5 
27.5155709342561 27.5211363571516 27.5312294543064 27.5325577351048 
               1                9                3                3 
27.5373550747101 27.5482093663912 27.5493122414816 27.5555555555556 
              18                5               13                3 
27.5556106667769 27.5607911215822 27.5656777644587 27.5762158667175 
              11                1               59                1 
27.5802003193497 27.5825413269673  27.585798816568 27.5866394248241 
               1                1                3               61 
27.5873260578522  27.588212132429 27.5987020010817 27.6003031344906 
               1                5                1               43 
27.6035538967098 27.6045475392631 27.6070646941639 27.6152537182201 
               3                2                4               21 
27.6155759611658 27.6184423336589 27.6186508572344          27.6192 
               8               45                1                3 
27.6231338829352 27.6240268456868 27.6240830449827 27.6245669678839 
              10               40                1                6 
27.6311854752581 27.6343409829677 27.6357681621613 27.6360544217687 
               1              120               46                1 
        27.64125 27.6428571428571 27.6496109577253 27.6524713828341 
               2                2                3                1 
27.6543209876543 27.6545217012629  27.657520661157 27.6585365853659 
               2                2                1                1 
27.6637267780071 27.6675553351107 27.6708281081026 27.6728131696129 
               1                1               23                1 
27.6731868342629  27.681660899654 27.6824792243767 27.6887781337764 
              40                3                1                3 
27.6927982427393 27.6973714285714 27.6991135699723 27.7008310249307 
              14                1                9                1 
27.7063417703491 27.7084548104956 27.7176852352623 27.7223009335749 
               4                1                1               31 
27.7274427060822 27.7278332334443 27.7322997761369 27.7326554653109 
               6                6                1               46 
27.7331759149941        27.734375 27.7540894901145  27.754876446392 
               3                1                2                4 
27.7550485670303 27.7617084159788 27.7629288717935  27.766208524226 
               5              116                8                2 
27.7670981246529 27.7714285714286 27.7721893491124 27.7755890099257 
               4                7                1               79 
27.7777777777778 27.7828537145148  27.790436645962 27.7972137394929 
               1                1               91                3 
27.8004127436826 27.8013459252725 27.8031806063612 27.8035714285714 
               2              166                9                1 
27.8074188960878  27.811484194397 27.8158817253467          27.8208 
             108               88                1                3 
 27.822287478485 27.8226362904339 27.8252373113743 27.8271861986913 
               1                5               31                2 
27.8282208588957 27.8362842439971 27.8514100258761 27.8613340280004 
               1               10                5                1 
 27.872804955607 27.8749380213442 27.8789241026912 27.8817125681589 
              45                1              103                1 
27.8851873884593 27.8908326411694 27.8945211728948 27.9031141868512 
               4                8               54                1 
27.9106040253668 27.9155128947377 27.9155188246097 27.9224376731302 
              17                3                2                1 
27.9231136974671 27.9244391971665 27.9266699698212 27.9279558559117 
              89                1                1               49 
27.9379930795848 27.9421433267587 27.9428928199792 27.9568464462373 
               3                2                2              191 
27.9585798816568 27.9642857142857 27.9645385950272  27.968016063681 
               1                1              105                2 
27.9772877884856 27.9790696300143 27.9797702452548 27.9820541579875 
              25              116               59                1 
27.9842495168861 27.9861670834453 27.9886274058262 27.9911715688483 
             120                5              122                1 
27.9930220292912        27.995625               28 28.0029856934714 
               2                1                2                6 
28.0062153465567 28.0102237316621          28.0224 28.0246096206478 
              14                2                3               11 
28.0331496939249 28.0339937787592 28.0355472718074 28.0403781445281 
               1                4               29                4 
  28.04661117717 28.0523399311665 28.0557057869118 28.0582791789402 
               2                1                1              221 
28.0744311488623 28.0747818031114 28.0751385041551 28.0816326530612 
               1                9                1                1 
28.0845189789553 28.0893225745919 28.0968858131488 28.1021466527827 
             105                1                5                2 
28.1179700681397 28.1232562465125           28.125  28.129338265597 
              10              101                6              255 
28.1316961498439 28.1319122195031 28.1336565096953 28.1471784858005 
               2               45                2                1 
28.1507203639407 28.1531175307249 28.1534881801287  28.155624974644 
             148                1               49                1 
28.1574957613583  28.163755808364 28.1657706172555 28.1671531084998 
               1                5               59              133 
28.1696714215815 28.1711575138149       28.1728125 28.1728395061728 
               3                2                3                1 
 28.172887978429 28.1734663846237 28.1921704409236 28.2059543325136 
               1                1              776                8 
28.2100564201128 28.2152169536206           28.224 28.2258629033387 
               1               50               25               15 
28.2283864654296 28.2332663027866 28.2340816135939 28.2342857142857 
               4                1                1                1 
28.2459242604436 28.2465137611064 28.2485772072136  28.248806497613 
             583                6                2                7 
28.2509698094114 28.2519031141869  28.256989886972 28.2667422477702 
               1                7                1               19 
28.2714681440443 28.2767586506158 28.2813887427083 28.2828282828283 
               1              225               40                2 
28.2834456733349 28.2896660467877 28.2906574394464 28.3001900390835 
               1              824                2                2 
28.3038501560874 28.3069657615112 28.3129389904882 28.3129626941501 
               4                1                4                1 
28.3137122300086 28.3185566371133 28.3204994797086 28.3223710978672 
               2              335                8              780 
28.3239669421488 28.3257755443219 28.3265803721898 28.3381924198251 
              11                5                1                1 
28.3396486672887 28.3424377652303 28.3429138286848 28.3446712018141 
               1              590             1123                1 
28.3454574587406 28.3456816913634 28.3483115442685 28.3487936100399 
               2                2                4               25 
28.3488786044856            28.35 28.3500567001134  28.353057199211 
               1               14              485                1 
 28.353629486087 28.3556798518556 28.3653326122228 28.3660165744051 
              16                1                1                4 
 28.379588009176 28.3814044190588 28.3987180007303 28.3998018107292 
               1                9                1                1 
 28.404371677548 28.4073295419318 28.4102282490279 28.4167235001137 
               1               88               13                3 
28.4242185606845 28.4334392198196          28.4375 28.4524115963527 
              11               33                1                5 
28.4560758470629 28.4600333073157 28.4657142857143 28.4665399450174 
              37                3                1               16 
28.4677977839335 28.4694446939914 28.4780975029727 28.4787354981202 
               8                2                1               11 
28.4798860804557 28.4813069626139 28.4844290657439 28.4927040442316 
               1               11                3                2 
28.4940218317937 28.4976151681692 28.4979515352163 28.5013046396603 
              52                1                3                9 
28.5054167791561 28.5075215999298 28.5084974301972 28.5111219842674 
              63                1                4                1 
 28.513857027714        28.515625 28.5177514792899 28.5185185185185 
              42                3                1                1 
28.5186587344511 28.5200570401141 28.5313873503318  28.532960291727 
               1               34               31              117 
 28.533741652745 28.5374554102259 28.5537142502856 28.5647108690339 
               1                2                4               13 
28.5658131487889 28.5664819944598 28.5672390607564 28.5687348234201 
               1                1                1               32 
28.5779606767261  28.585489696931 28.5881034571986 28.5918842022171 
               1               25                1               23 
28.6047649516354 28.6071428571429 28.6154418462683 28.6169322338645 
               2                2                6                2 
28.6214703746422 28.6224856473382 28.6242493075937          28.6272 
               1              121                1                1 
28.6332201677483 28.6363636363636 28.6489797932337 28.6501377410468 
               7                1               12                4 
28.6530676867582 28.6594656029549 28.6612999261501 28.6620399482724 
               1                1                1               63 
28.6656725657201 28.6704342653183 28.6782006920415 28.6807123456246 
             101                4                1               30 
28.6851446806985  28.689492325856 28.6922796067814 28.6972002515434 
               2                3                1              214 
28.6980609418283 28.6981061394381             28.7 28.7041420118343 
               1                3                1                3 
       28.704375 28.7076960525782 28.7077251690993 28.7088607594937 
               3                2                3                1 
28.7091574183148 28.7104793249536 28.7158638833407  28.719723183391 
              56                1               81                1 
28.7200832466181 28.7203369354333 28.7273771904625 28.7301401049083 
               1               63                1              107 
28.7313568080816 28.7317468902109  28.735632183908 28.7375401740423 
               2                2                1               33 
28.7423310670325 28.7460523090928  28.752557505115 28.7598231446463 
               3                1                2                5 
28.7600867385811 28.7618214568386 28.7639710716634 28.7811101937993 
               1                2                4                4 
 28.784037632155 28.7888954476134 28.7961508904407 28.7966549468071 
              11              101                3               90 
28.8157837236572 28.8186631173886 28.8205270625417 28.8223716943302 
               1               43                3                2 
         28.8288 28.8373232996466 28.8390838786437 28.8406862528011 
               2              167                1                4 
28.8415318058003 28.8422217748122 28.8525725469532 28.8641975308642 
               4                7                1                1 
28.8708294139461 28.8743434629726 28.8754400537953       28.8815625 
               2              135                1                2 
 28.882689193129 28.8869094693028 28.8881827763656 28.8884799829497 
              36                2                2                2 
28.8888888888889 28.8895906511536 28.8915453863966 28.8987674749543 
               2              308               62              133 
28.8990247922547 28.9044578089156         28.90625 28.9092865205349 
               7               63                2               65 
28.9213971285085 28.9285714285714 28.9333912001157 28.9340689016627 
               2                2               11                2 
28.9443301003804 28.9507691204418 28.9553052478886 28.9750632011241 
              16                2               98                2 
28.9752862865049 28.9811434378411  28.982306485323 28.9841722540588 
             330                2                4                7 
28.9899017298035 28.9900288255387 28.9919649379109 28.9975095185647 
               3                1                2                5 
29.0005948839976 29.0010123075284 29.0042905770819 29.0089740335731 
               3                1                2               66 
29.0103020198105 29.0127471735507 29.0174471992654 29.0232978282961 
               5                1                2                2 
 29.025691378461 29.0280009810912          29.0304 29.0317898098418 
              12                1                2                1 
29.0323161291484 29.0343336115651  29.041641128265  29.051223381876 
               4                1               10                2 
29.0514866744019 29.0529506678848 29.0532879818594 29.0547520661157 
              76              969                1                1 
29.0567867036011         29.05875 29.0612244897959 29.0636882462099 
               1                2                1                1 
29.0657439446367 29.0665717337131 29.0720188902007 29.0722640602467 
               8                1                2                4 
29.0757127991675 29.0816710665679 29.0846660406334 29.0920052539538 
               1               47               13               19 
29.0982361056364 29.0997581995164  29.101320129387 29.1217150481638 
              81               17                2              548 
29.1253269916766 29.1276582553165 29.1319094556211  29.131963223364 
               2                3               59                1 
29.1363163371488 29.1382418702337 29.1455940054737  29.149774625675 
               6                3               18                6 
29.1570247933884 29.1588865897431 29.1594333188666 29.1782034436429 
               2                8                7                1 
29.1806247674995 29.1936916053763 29.2101099436083 29.2139088433302 
             940               48                3               28 
29.2143559493731 29.2286298858312           29.232 29.2353122429153 
              36              613                9                1 
      29.2359375 29.2396804075272 29.2439805271699 29.2539657106233 
               7               38                1                1 
29.2602249889399 29.2645161290323 29.2645746581816 29.2711442565742 
              46                3             1024               12 
29.2778363334504 29.2802582033351 29.2846295909751 29.2853742732279 
               3                1                1                1 
29.2866428881378  29.287185690738 29.2871900826446  29.288124848439 
             133              252                1               92 
29.2885326247373 29.2892472315395 29.2895521543122 29.2895613000834 
              57               35               14                1 
29.2950585901172        29.296875 29.3457420824876 29.3491711243778 
             424                2               14               13 
29.3495797506186  29.352275501426 29.3575219240468 29.3697908824389 
               2               46                3                4 
29.3757612308613 29.3770525615737 29.3827160493827 29.3847566574839 
              70                1                5                8 
29.3873555611005 29.3877551020408 29.4029202445788 29.4057730972605 
              10                4                1               43 
29.4075963718821 29.4146302578319 29.4213774154317 29.4214962608946 
               1               20                1                1 
 29.428719837404 29.4303081680956 29.4306838613677 29.4321329639889 
               3                9                1                1 
         29.4336 29.4355427420532 29.4386154678204 29.4429191702118 
               3                7                1                1 
29.4437908231571 29.4451557938536 29.4474782497952 29.4494459833795 
               4               47               39                5 
29.4497041420118 29.4532871972318 29.4545346487143 29.4545454545455 
               1                1               34                1 
29.4640035646853 29.4692265960037 29.4761352758395 29.4886197356422 
               1                2               97               22 
29.4887629014259 29.4902479338843  29.490358980718  29.497792559599 
               1                1               14               11 
29.5159386068477 29.5166605958212  29.517797878571 29.5239262353525 
               2                4                1              133 
29.5294190588381 29.5349255703851 29.5350307146739 29.5354736723249 
               1                2              236                1 
29.5371665123496 29.5581162590897 29.5663091326183 29.5681924432684 
              61               13                1                3 
29.5738590332163 29.5829163086898  29.585798816568       29.5903125 
               1              100                1                4 
29.5939877594041    29.6013482018 29.6017789629698 29.6048415806337 
               1                3               69                3 
29.6158059150473 29.6209444489895 29.6228571428571 29.6231632463265 
               1              128                1                1 
29.6256925363722 29.6278145158019 29.6296296296296 29.6303818414088 
               1                1                1              112 
         29.6352 29.6360946745562 29.6417456740239 29.6426854670726 
               1                1                1                1 
29.6457756232687 29.6458087367178 29.6458680284539  29.646707492861 
               1                1                1                5 
29.6470588235294 29.6498430367103 29.6556715562411 29.6567259801186 
               1              107                1                1 
 29.665084860941 29.6782282030676 29.6800795163697 29.6827058682473 
              51                9                4                7 
 29.685366182517 29.6856593713187          29.6875 29.6905965831466 
               4               38                3               26 
29.6955769692789 29.6985717938378 29.7016022603474 29.7061989536678 
             114               77                4                1 
29.7076650491329 29.7083927501188 29.7160357634325 29.7210791037951 
               3                1                2                2 
29.7265160523187 29.7283950617284 29.7321428571429 29.7339004102526 
               1                3                1                2 
29.7441998810232 29.7488522819336  29.757785467128 29.7584021320861 
               2                1                2              509 
 29.760059520119 29.7608376062247 29.7619047619048 29.7639929721396 
             160                1                2                1 
         29.7675 29.7725564803805 29.7872326935304 29.7873542492647 
               2                1                1               54 
29.7917057609308 29.7990706617529 29.8018935138216 29.8132854330225 
               1                1               18               89 
29.8173011433281 29.8181846363693 29.8224852071006 29.8303810218206 
               1                2                3                6 
         29.8368 29.8370720188902 29.8375596751194 29.8387693549581 
               4                1               26                3 
29.8407964562958  29.840830449827 29.8421052631579 29.8450882616051 
               1                1                2               19 
29.8471376549974 29.8540344460426 29.8599770753261 29.8631068176264 
               5               76              363               10 
29.8649584487535 29.8672277032054 29.8769242350107 29.8809597619195 
               1              124                2               35 
29.8872298101314 29.8898669422683  29.892573430651 29.8950793214086 
               7                3               41                3 
29.9012345679012 29.9017609869539 29.9030287496262 29.9150253012023 
               1                2                2               20 
29.9190636778417 29.9372027315483 29.9375948726598       29.9446875 
               1               78                2                3 
29.9457186170473 29.9495248217607 29.9517507247575 29.9537640495399 
               1                1                1              937 
 29.953943990933 29.9616116850286 29.9687825182102  29.978056175394 
              27                1                2               14 
29.9807723121295 29.9835879308168 29.9866102608619 29.9882996432818 
               1                1               34                1 
29.9885742628628 29.9900826446281 29.9919976351643 29.9961890246361 
               8                8                4               85 
  29.99813999628 30.0213823568143 30.0343227782532 30.0346020761246 
               2               93                1                1 
30.0355175292052          30.0384 30.0388784371319  30.040158097692 
              18                2              636                1 
30.0423815133345 30.0429840311441 30.0432622977087 30.0476495163536 
               1               30                2                1 
30.0706068784272 30.0716484703185 30.0740740740741 30.0762601525203 
               3               62                1               52 
       30.078125 30.0795061423918 30.0800592345782 30.0811710649505 
               1                3                1                1 
30.0829004024872 30.0857142857143 30.0892825128187 30.0918841837684 
               5                2                1                1 
30.0945502781554 30.0962314171953 30.1059944680443 30.1088102176204 
              15                5               49                3 
30.1102788964583 30.1143459429776 30.1162131519274  30.119375573921 
               2              784                2                4 
30.1194019147334 30.1201738498152 30.1204819277108        30.121875 
               1               29                1               15 
30.1257313289674 30.1260828667263 30.1320602641205 30.1329704028184 
              19                7               71                1 
30.1389491667872 30.1613431215201  30.161776299884 30.1687454585982 
               7                1                1                4 
30.1724124266364 30.1754140261195 30.1790926162497 30.1795684321714 
               2                1              580                1 
30.1827876383026          30.1875 30.1952662721893 30.2040428061831 
              63                1                1                3 
30.2085327783559 30.2105291710583 30.2142857142857 30.2150686946002 
               5               92                1                9 
 30.219598583235 30.2222222222222 30.2282716394348 30.2319336162456 
               2                1               45              519 
           30.24 30.2419959678629  30.244435488871  30.245698691581 
               6               15                2                7 
30.2469135802469 30.2580449451556 30.2655554725908 30.2665783902996 
               3                8                6               13 
30.2715605431211 30.2734064825408 30.2734980469961 30.2755462653782 
             149               69               13                3 
30.2787161161797 30.2865836500904 30.2914891544069 30.2959054671572 
               2               76               50               32 
30.2965271256598  30.297783933518 30.3052330242592  30.323305785124 
             203                1               30                1 
30.3302148746209 30.3441929197908 30.3450409865729 30.3569303985723 
               1               58               11                2 
30.3592511384719 30.3619962078634 30.3639092863808 30.3816568047337 
               1               38                1                2 
30.3821799049848  30.384894808551 30.3850156087409 30.3854472712287 
              45               28                5                1 
30.3891000790395 30.4050280784553 30.4076265614727 30.4085531578749 
               1                3                1                2 
 30.410095422267 30.4169171068674  30.419032266636 30.4208832013472 
             307                1               10               13 
30.4210816361141 30.4218496484586 30.4271978579253 30.4291989153737 
              17                1                1                1 
30.4311550451356 30.4373177842566          30.4416 30.4438391283448 
               1                2                1                1 
30.4474922999433 30.4497650415419 30.4529934503656 30.4668609337219 
               1                5               83               47 
30.4686323658362         30.46875         30.47625 30.4769759473841 
             114                3                3                1 
30.4779662232421 30.4831580551745 30.4866850321396 30.4907752672648 
               2                3                3                2 
30.4985039731642  30.501957992168  30.505598201279 30.5123047919226 
               4                1               88                2 
 30.514234631323 30.5156860313721 30.5258772632591 30.5357142857143 
               4               11                1                1 
30.5361094880253 30.5415179776673 30.5445006843198  30.544899799477 
               1              207                1               96 
30.5479329790255 30.5485714285714 30.5538306389113 30.5575921597424 
               1                3              150                1 
30.5621458993783 30.5625182678937  30.563614744352 30.5680473372781 
               9                5                1                2 
30.5687567896875 30.6021251475797 30.6089109081953 30.6098327864487 
              20                4                1               47 
30.6194032506408 30.6211723534558 30.6231012462025 30.6238185255198 
              58                1                1                3 
30.6274238227147          30.6432 30.6452225807677 30.6457755772654 
               2                1                3               91 
30.6486486486487 30.6519167725835       30.6534375 30.6611502826176 
               1                1                2                1 
30.6621613243226 30.6670034827673 30.6799159052864 30.6839732901842 
              25              560                5               64 
30.6942296252231 30.6981411467835 30.7004808206686 30.7060042691514 
               1               47               29                7 
30.7141963764896   30.71497214423 30.7164319432609 30.7173999207293 
              20                2               22                1 
30.7232362383869 30.7239913531824 30.7254813728377 30.7278033910907 
               5                3               61              154 
 30.728704116688 30.7305506417253 30.7307364447654 30.7319566716702 
               5                3                3                1 
30.7470002695107 30.7479289824678 30.7544378698225   30.77494276795 
               1                2                1                1 
 30.780907404284 30.7821164174771  30.785813050916 30.7864054674354 
               2                1              384                1 
30.7869365738731 30.7933884297521 30.7958477508651 30.7987823715502 
               1                1                1               51 
            30.8 30.8112461048283 30.8143786484797 30.8166296805966 
               2                2                4                3 
30.8208428916858 30.8229187886947 30.8231404958678 30.8234458960487 
               1               95                4                2 
30.8237534626039 30.8251086805855 30.8284087642555        30.830625 
               1                3               38                4 
30.8444159589809 30.8494902704091 30.8516616025422 30.8547643158998 
               1               49                1               43 
30.8574617149234        30.859375 30.8596073765616 30.8641070968342 
              40                1                1               21 
 30.866246853601 30.8662721893491 30.8727808298176 30.8892805640122 
              17                1                1                1 
30.8971321067642  30.902457668173 30.9025063645165 30.9107069827043 
            1076               17                1               57 
30.9123395106294  30.915980364315 30.9225618451237 30.9284382483909 
               1                1                2                2 
30.9322378454507 30.9391690211952 30.9418222386741 30.9451034414534 
               4                3                1                5 
30.9522228511913 30.9573621902065 30.9629185019132 30.9637460978148 
              95                3                6                2 
30.9877319566518 30.9897520661157 30.9898140457438 30.9929762716668 
              48                1               68                6 
 31.000062000124 31.0034602076125 31.0047157906288       31.0078125 
             500                5                4                3 
31.0096034165599  31.011387485016 31.0117822504076 31.0182973307123 
               1               92              113               17 
31.0200831024931  31.030335498171 31.0315288518739 31.0344283145476 
               1                3                2                1 
31.0398288435061          31.0464 31.0476945435328 31.0527621055242 
               1                1                1               15 
31.0581871163742 31.0628195763331 31.0661643201798  31.067055393586 
               1                2                1                1 
31.0687828406907 31.0760256183021 31.0858753205396 31.0936105743179 
              40                5                1              662 
31.1000040569597 31.1023911077777 31.1033955401244           31.104 
               1                6                2                1 
31.1044345156774 31.1111111111111 31.1186326514665 31.1259997519995 
              20                5               63                1 
31.1364622729245 31.1412394525146 31.1418685121107  31.151219327232 
              13                3                2               49 
31.1525494276795  31.159457403981 31.1615027662188 31.1633658981604 
               6               15                2                2 
31.1634349030471 31.1680106541322  31.169266590185 31.1703478078236 
               1               23                1               87 
31.1766815417533 31.1772052115533 31.1834943196514           31.185 
             278              105                3                1 
31.1938123876248 31.1950948402596 31.1995583815857 31.2018375516041 
              20                1                1                2 
31.2164127423823 31.2174817898023 31.2213039485767 31.2385898008033 
               1                3                4                2 
31.2404335746171 31.2416642032962 31.2418637136421 31.2421889645997 
              72                7                5                7 
31.2428571428571 31.2452370065539           31.248  31.248062496125 
               5                3                3              341 
31.2487638938333            31.25 31.2540007562687 31.2685857122512 
               1                5                1                1 
31.2699050401753 31.2765141659316 31.2799482741823 31.2812910489773 
               1               37               12                1 
31.2827586206897 31.2832273863994 31.2840277496044 31.2850424517417 
               2                1                3               44 
31.2869974262555 31.3064113631818 31.3071325575543 31.3126246087203 
               8               68               11               41 
31.3131939395192 31.3136094674556  31.322398284935 31.3246338232485 
               1                2               15              503 
 31.331810582765 31.3445071334587 31.3502410595784 31.3543484229826 
               1                4               50               32 
31.3656311268548 31.3688280785247 31.3771867213156 31.3779020909842 
              27                1                3               23 
31.3813363195066 31.3875627751256 31.3910034602076 31.4087542237585 
              17               10                3                1 
31.4120843085436 31.4127423822715 31.4177633331557   31.42343427544 
              78                7                2                4 
31.4311566123132 31.4433628867258          31.4496 31.4514522520169 
               1               16                2              100 
31.4516758065774 31.4525370951774 31.4548077111277  31.456344870323 
               5                2               11                4 
31.4567901234568 31.4594177575452 31.4650629301259 31.4740298902085 
               1              111                2              214 
31.4744487620463 31.4812569923647 31.4937512398334 31.4940889472697 
              19               21                2                2 
 31.498501783591 31.4987847691061             31.5 31.5083882106862 
               1                1                1               21 
31.5115016981198 31.5208089253711 31.5314916344119 31.5372934056655 
               1                2              120                1 
31.5374776918501        31.539375 31.5503589587061 31.5545807119564 
               1                1                1               40 
31.5555555555556 31.5584415584416 31.5592426666423 31.5669202766977 
               1                5                4              104 
31.5775623876146 31.5795632641465 31.5837350424701 31.5841770484399 
               2                1               90                3 
 31.585618726793 31.5962603878116 31.6024828647011 31.6032123735872 
               1                2               16                2 
31.6090720221607 31.6157928412812 31.6160871655183 31.6178620522921 
               1                1                2              590 
31.6242199359082 31.6254859914968 31.6262764822436 31.6264992391577 
               2                1                3               24 
31.6312442436735 31.6327163266571 31.6354351716968  31.637880161481 
               1                1               75               19 
31.6386632773266 31.6423213491588  31.644317867173          31.6512 
              30               72                3                2 
31.6561983471074 31.6582197260068 31.6602815312356 31.6643905946847 
               2                1                2                7 
31.6688437457772 31.6690256888319 31.6863905325444 31.7057142857143 
               1                2                1                1 
31.7061273051755 31.7086348458411 31.7103650581906 31.7104062779554 
               1               57               11                2 
31.7157302162143 31.7435302970579 31.7501580182745 31.7553857763966 
               2               88               91              414 
31.7666039653754 31.7682442737062  31.778549716269 31.7792795585591 
               1                5               20                1 
31.7842718525674 31.7863954227591 31.7871729493459 31.7875893850755 
              32                2                2                3 
31.7945033305972  31.796840453185 31.7977888158949    31.7997541371 
              26               57                2                4 
 31.810700740515 31.8252249407725 31.8339100346021 31.8339636679273 
               5               92                1               29 
31.8360988275386 31.8420339320017          31.8528 31.8538922792131 
               2                1                2                4 
31.8549024194823 31.8611748334608 31.8618685121107 31.8719387438775 
               2                2                1               11 
31.8814878892734 31.8857780572704         31.89375 31.8978331718478 
               1              849                8               11 
 31.912341905695 31.9172235977608 31.9196847438544  31.927036510323 
              25                1                1              108 
31.9282605163071 31.9299881093936 31.9306001933803 31.9324798821594 
               1                1              184               34 
 31.934968790826          31.9375 31.9392267429645 31.9506816528426 
               1                1                4               56 
31.9511264997135 31.9559228650138 31.9582457346733   31.97724588077 
              35                1              131                5 
31.9794904662714 31.9818834903942 31.9894214876033 31.9973782804708 
               2                1                1                3 
              32  32.007564015128 32.0081285323861 32.0232436887146 
               3                1              403                1 
32.0248574381446 32.0271000652805 32.0292640585281         32.03125 
               1                7               37                2 
32.0378853644856 32.0414703329407 32.0455083254212 32.0461464508893 
               1                4               18                3 
32.0499479708637  32.051282051282          32.0544 32.0601534060211 
               1                2                1                1 
32.0605121210242 32.0629212686997 32.0744575373448  32.078699348829 
               1               38                2               42 
32.0826506704917 32.0965660770031 32.0983110921664 32.0986872442495 
              11                4                3               81 
32.0989984032516 32.1077496688297 32.1143187531994 32.1170914531178 
               1              138               13               38 
32.1196510161615  32.121429467261 32.1269775192612 32.1322314049587 
              31              346                1                3 
32.1360756530695 32.1408642817286 32.1560330578512 32.1655916749334 
               1                4                1                6 
32.1862474878339 32.1910321239997 32.1931834789946 32.1980609418283 
               3               78               14                1 
32.2041462128281 32.2082840236686 32.2111431394874 32.2117572914114 
               1                1                3                2 
32.2118419391491 32.2181719546934 32.2245644491289 32.2306882799021 
               1                3              182                1 
 32.234701147603  32.240064480129 32.2434993900459           32.256 
              28               66                3               19 
32.2581290323871 32.2643728379459  32.270337978176 32.2788145576291 
              10               41               63                2 
32.2810562976498  32.283501253393 32.2843502829863 32.2881813438956 
             560               52               37                2 
32.2917312501292 32.2961908152367 32.3103790523625 32.3162956007038 
               3                1               26              160 
32.3232323232323 32.3240653987407 32.3327335640138 32.3408586325679 
               1                2                1               13 
32.3417446834894    32.3486328125 32.3555555555556 32.3576445605579 
               1                1                2                5 
32.3614744351962 32.3739357156134 32.3867516247143 32.3881699054728 
               2               50               23                1 
32.3883554336229 32.3943905817174 32.3952490948977 32.3983230681642 
               1                1               14                1 
32.3983703033047             32.4 32.4061571698623 32.4137710507721 
               1                2                1                1 
32.4144398288797 32.4172076915582 32.4198648397297 32.4209960070622 
               1               85               15               32 
       32.421875       32.4253125  32.427836284244 32.4309715778569 
               1                2                3                1 
32.4374351170848 32.4378034551545 32.4419887121024  32.442461579138 
               5                2              108               19 
32.4499110536683 32.4556777151203 32.4598987148113 32.4885337861413 
             233                3               37              179 
 32.491330771428 32.4971171664224 32.4993286374641 32.5019141162543 
               2                1               56                2 
32.5050923011929 32.5085216513067 32.5085471599515 32.5147579693034 
               2                1                8                1 
32.5182724482082 32.5289540679121 32.5384773233057 32.5388021018257 
               5                2               14               29 
 32.539304748031 32.5440104005208 32.5487442614097 32.5500651001302 
               7                3                1               15 
 32.551197315689  32.556839307227 32.5713222855017 32.5776191761784 
               1              103                3               53 
 32.592829147917 32.5943509029875 32.6038668606263 32.6042507019616 
               1               68               28                6 
32.6136394460289 32.6151652303305 32.6163208539435 32.6185280698274 
             670               37               79                1 
32.6212387118652           32.625 32.6362089397147 32.6365897722869 
               1                1                8                5 
32.6466435986159 32.6509528758702  32.660763536072 32.6613556452919 
               1                2                1                1 
   32.6689453125 32.6700220777465 32.6762980395767 32.6882782225656 
               1                1                1               39 
 32.690852578937 32.7062970677776 32.7148082867594 32.7180249851279 
             137                4                4                1 
32.7202492957126 32.7222876667976 32.7342423452947 32.7397428988406 
              15                1               30               50 
32.7402773140097 32.7652721421145 32.7693949093126 32.7714941144168 
               1               40                1              333 
32.7760623781513       32.7796875 32.7827306542187  32.783884093288 
              26                6               63               10 
32.7852901799554 32.7919447552178 32.8042984128296 32.8104656209312 
              24                1                2               49 
32.8132523090254 32.8213156426313 32.8248761019253    32.8293804098 
               3                1                1                1 
32.8344606621573 32.8395061728395 32.8429030560483 32.8582942880171 
               1                1               24                2 
32.8686705583784 32.8719723183391 32.8731097961867 32.8772278076671 
               1                1                4               36 
32.8824141519251 32.8888888888889 32.8891887333446 32.8908655144109 
               1                2                1              266 
32.8926973643421 32.8972845336482 32.9155349840158  32.922226143217 
               4                1                4               10 
32.9226464904543 32.9266774236028 32.9315592468614 32.9352729711377 
             731               46               13                1 
32.9411764705882 32.9486373258461 32.9491404544939 32.9506802721088 
               3              100              129                2 
32.9569409138818  32.960553633218 32.9837402027966 32.9949535331597 
              83                1                6               23 
33.0017802892749  33.005766011532 33.0138839444642  33.017817514925 
              81               25                1                3 
33.0222539160893 33.0294622803541 33.0390692821258 33.0405827263267 
               4                1                1                3 
33.0474886835271 33.0550075898803 33.0578512396694          33.0624 
              24                2                3                1 
33.0645822581968 33.0661773927687  33.068438801825           33.075 
               4              242                1                1 
33.0792344004348 33.0828429153463  33.088082705091 33.0904223676383 
               8                1              157                1 
33.0923526860828 33.1055500820679 33.1155502547691 33.1242029907214 
               3               22               37               13 
33.1257805372754 33.1285916478083 33.1336742147553 33.1452662905326 
              78               50                1                3 
 33.147004010271 33.1504343850023 33.1528440834659 33.1557024793388 
              27                1                2                1 
33.1748582641042  33.181137790847 33.1933072267711 33.1944801957448 
               1                1                1                3 
33.1948257748871 33.2010664021328        33.203125 33.2041118526434 
               6              241                2               54 
33.2085496920662 33.2269095540081 33.2281914563829 33.2293860561915 
               1               54                5                2 
33.2312555231531  33.247610124419 33.2487172562787 33.2494879865793 
               3                1                1               53 
33.2514020189072 33.2551269778702 33.2621406813487           33.264 
               1               39                1                2 
33.2733998801331 33.2798110979929 33.2819600550444 33.2884536736815 
               1                1              548               68 
33.2887522917903 33.2936979785969 33.2986472424558 33.2990544873823 
              12                1                1               13 
33.3002423817348 33.3008478516957 33.3029237487046 33.3223140495868 
              59                1               62                5 
33.3244418168492 33.3254960138729 33.3261798382258  33.331831899464 
               2                2               76                1 
33.3318714091487 33.3339528016092 33.3429115573524  33.358024691358 
               1                4                1                1 
33.3607350217596 33.3639053254438 33.3745847075815 33.3760387811634 
              32                1                9                4 
 33.382243535853 33.3963667927336 33.4053346678122 33.4108932680675 
               1                4                1               54 
 33.425160697888  33.432238293048  33.440257130217 33.4440765629717 
               2                3               41               15 
33.4481844353955 33.4483698553196 33.4511049644937 33.4586088175541 
               1               28              241                1 
33.4622248661511          33.4656 33.4678088711016 33.4689991694033 
               2                1                3                1 
33.4710743801653 33.4713572652952 33.4718931156612 33.4734254074737 
               1               67              249               30 
33.4800669601339 33.4923120613412  33.499441998884 33.5173581908759 
              71                1                1               40 
33.5222598611549 33.5281566857302 33.5418953386383 33.5419753679744 
              10                5               11                1 
33.5502958579882 33.5571428571429 33.5672546345093 33.5694132446157 
               2                1                3                1 
33.5722985495558 33.5757242943057 33.5853531369446 33.5860058309038 
              56                2                1                1 
33.5916671833344         33.59375             33.6  33.603155441605 
              29                4                1               10 
33.6128980133382 33.6147796555948 33.6295315447774 33.6330261480733 
               2               29                7               58 
33.6350672701345  33.635620184439 33.6435438495877 33.6492587372809 
               3                1               66                3 
33.6542608569088 33.6572101715632        33.665625          33.6672 
              61              540                4                1 
33.6699350147283 33.6727656294373 33.6739813599921 33.6752860094642 
               4                2              209                1 
33.6792665772832 33.7014227747464 33.7037037037037 33.7192102955634 
               1                2                2               17 
33.7301335332346  33.733703831044 33.7477038745782  33.747907495815 
              14               44                1                5 
33.7552059187163 33.7556230668017 33.7582946634037 33.7603878116344 
              16                4                6                1 
33.7686980609418 33.7753499676637   33.78118945587 33.7867188080055 
               2                1               43                1 
33.7869675739352   33.78899491363 33.7899572203559 33.7965069700369 
              25                3                9                1 
33.8019906809044  33.802055164954 33.8040161847082 33.8151945835142 
               2                1                3               72 
33.8176101683016 33.8189386056191 33.8195693171352 33.8219757331748 
               4                1                1               24 
33.8306045291084 33.8343533829925 33.8371644485224 33.8434256055363 
              28               26              287                1 
33.8488888888889 33.8582603443447 33.8626962968212          33.8688 
               1                1                8                1 
33.8710354840065 33.8740637585156 33.8765432098765 33.8918432250671 
               2                1                1                2 
33.8951091125323 33.9063178126356 33.9072563958277 33.9100346020761 
             317               18               17                2 
 33.932110380739 33.9338463800894 33.9475992561453  33.965285321875 
              19                1               39              156 
       33.965568 33.9681145834595 33.9746939881691 33.9822679645359 
               1                1                3               22 
       33.984375 33.9845993756504 33.9868453174406 33.9872276982246 
               3                3              147               34 
33.9887603305785 34.0058309037901 34.0061822980789 34.0109253182763 
               1                1                2              368 
34.0114965944218 34.0200680401361 34.0242097576964 34.0313158309316 
              54               65                3                1 
34.0419430838862 34.0443831392754 34.0565143940205 34.0576853028706 
               1                1               28                6 
 34.059306872939 34.0636093083294 34.0662857142857 34.0672619514086 
              10                1                1                9 
         34.0704 34.0828936505518 34.0904236383054 34.1129604754484 
               1                1                1                1 
34.1140090564205 34.1311134235172 34.1340872282434 34.1438508673409 
             126                1                9               48 
34.1450562685837 34.1496682993366 34.1553719008265 34.1554017713077 
               2               12                2                1 
34.1575528622705 34.1584960513671 34.1597796143251 34.1599102707899 
               1               44                1                1 
34.1662699854325 34.1691015339664 34.1707884367961 34.1748899995728 
               3                1               12                2 
34.1775683551367  34.188639805851 34.1910933129346 34.1998749033779 
             140               55                5               20 
34.2029716317497 34.2113573500503 34.2174466032192 34.2179196755088 
              59               75                1               46 
34.2222222222222 34.2361275088548 34.2514285714286 34.2606356290217 
               2                2                1                9 
          34.272 34.2742620969113 34.2762635584724 34.2804188566957 
               5                1                3               35 
34.2857142857143 34.2861932492035 34.3004740364571 34.3030898109085 
               1                1               20                6 
34.3046812086412 34.3102610426606 34.3131936263873 34.3220213067645 
               1                5                1                1 
 34.329618832248 34.3301467852936 34.3360640757478 34.3576869806094 
               2              587              103                1 
34.3622060353798 34.3634078271617 34.3636363636364 34.3657830172803 
               1                8                1               44 
34.3728687457375  34.379324956997 34.3858752233633 34.3888244884794 
              27               30               42               27 
34.3986935907756    34.4074926377 34.4083107825951 34.4273907910272 
               1                1                5                2 
 34.436640301852 34.4445133334711 34.4468286569709 34.4488188976378 
              67                4               32                1 
34.4492702029192  34.449733648525 34.4570972055733 34.4634991771997 
               1                1              396                1 
         34.4736 34.4789578468046 34.4827252154504 34.4852651655363 
               1                1                1               20 
34.4852760711439 34.4885950413223   34.50179751922  34.515458304273 
               1                1               23               10 
34.5156796833337 34.5189060642093  34.523313571543  34.528917353669 
               1                2                1                1 
 34.537782735171 34.5380409232522 34.5407302384853  34.540845158586 
               1                3               44                4 
34.5429262287096 34.5510093652445       34.5515625 34.5537717314502 
             197                1                1                1 
34.5540166204986 34.5559859361685 34.5679012345679 34.5681691363383 
               1               10                1               13 
 34.568778814977 34.5777740735809 34.5801263031097 34.5844441688883 
              79               41                4                2 
34.5892062543895 34.5916051832104 34.6020761245675 34.6132384572461 
               2                1                1               46 
34.6137203746896 34.6238919624654 34.6260387811634 34.6661759795397 
              12               23                1                2 
34.6675087813843 34.6686390532544 34.6734482531465          34.6752 
              19                1               27                1 
34.6774887098161 34.6860574216551 34.6938775510204 34.7021355199735 
               3                1                1              239 
34.7036610897418 34.7142857142857 34.7200694401389 34.7222222222222 
              59                3               65                1 
34.7236123043675  34.728678860254         34.72875 34.7335705598847 
               9                1                1                1 
34.7400177707566 34.7505159296033 34.7516824065906 34.7569352231171 
              15                3              444                1 
34.7634695269391 34.7667236586825 34.7703435438058 34.7796482575214 
              33               31               15               51 
34.7878820757642 34.7903579254931 34.7911411379961  34.801214769034 
               1                2                1                1 
34.8195592584957 34.8261699909057 34.8279573939554 34.8308296541532 
               5                1                1                1 
        34.83648 34.8381477718101 34.8402912872308 34.8444444444444 
               1                1                1                4 
 34.845098987073 34.8501842653421 34.8513362433152 34.8521407101986 
              45                1               14                1 
34.8550295857988 34.8556947113894 34.8635408014618 34.8670983056252 
               1                1               43                3 
34.8681514661185 34.8715114326464  34.878892733564    34.8837890625 
              38                1                1                1 
34.8867168722961 34.8923076923077 34.8943985307622 34.8972126515682 
               1                2                2               60 
 34.903268379664  34.922962468277 34.9269667129221  34.928616024974 
               2                1               30                3 
34.9345859982043 34.9399530828753  34.941994618261 34.9460580577966 
              14                1                5              280 
 34.946675900277  34.955673243784 34.9587699175398 34.9611810334732 
               1              155               24                1 
34.9627646149644 34.9635796045786 34.9645016024991  34.971609735607 
               1                1                2              194 
34.9747128065685 34.9884297520661 34.9906639076917   34.99131998264 
               2                1                1                2 
34.9974433893353 34.9986497434513 34.9990113968886 35.0105843068829 
               1                1                5                3 
35.0127796645776  35.013201175387 35.0167497209994   35.02494608295 
               1                1               61               53 
35.0414201183432 35.0414371174061 35.0556317634507 35.0566906119962 
               1                8                1                4 
35.0743558629974          35.0784  35.080715322721 35.0835898820383 
             116                1                1               29 
35.0930389360779 35.1020672455546 35.1111111111111 35.1122699867279 
               5                2                1                3 
35.1124678580718 35.1174895898179 35.1236602127184 35.1405547101752 
              27               46                7                6 
35.1439714657654 35.1446228288855  35.146686550462 35.1470966778474 
               9               45               18                4 
35.1474625851746 35.1540703081406         35.15625 35.1694079566412 
               6              273                2                1 
35.1767437232088 35.1863513644383 35.1884004549259 35.1968697016979 
               1               54              148                1 
35.2022926268075 35.2266345365868 35.2402130511545 35.2507610959782 
               1                1              123                1 
35.2514990744267 35.2592592592593       35.2603125 35.2617079889807 
              36                1                1                1 
 35.262570525141 35.2650081124932 35.2730899367616 35.2757106898297 
              11                1                1               16 
 35.278877658347            35.28 35.2865692837119 35.2943617040353 
              55                4                2                7 
35.2975563093983 35.3001398523573 35.3003931814315 35.3062226847034 
               2                1               42                1 
 35.308142201383 35.3212373587151 35.3212715937917 35.3335724139871 
               1                1                6               30 
35.3393351800554 35.3459483132698 35.3477566459265 35.3493706987414 
               2               52               32                5 
 35.358569497398 35.3600511888524 35.3795777033385 35.3798126951093 
               1               55                1                1 
 35.383707201889 35.3968362202708 35.3981957963916 35.4072194304023 
               2               13                1                2 
35.4164187983343 35.4191263282172 35.4260418895763  35.427761166941 
               1                1                5                6 
 35.428642285856 35.4291124260355 35.4308390022676 35.4353704705246 
             464                1                1                1 
         35.4375  35.441042310656 35.4420368576087 35.4434042201418 
               8                2              126                1 
35.4452874586223 35.4602076124567 35.4832967730452 35.4839419356258 
              45                1               38                1 
 35.489489261527 35.4912220646486 35.5091619274148 35.5225219990886 
               2                1              420               17 
35.5302732008556 35.5317019227789 35.5420290762262 35.5446710893422 
              24               43                1               15 
35.5474285714286 35.5479251607742  35.553459389387 35.5555555555556 
               1               23               10                1 
35.5655144954408 35.5798116440524 35.5845283119138  35.585869988308 
              13               12                9                1 
35.5897120111821 35.5911111111111 35.5976218787158 35.5998576005696 
               6                1                1                1 
35.6057854972853 35.6116972588975 35.6224394190203  35.647303437464 
              27               48                3                1 
35.6513379266143 35.6652949245542 35.6662003646588 35.6694463388927 
               2                1              150                3 
 35.670567208903 35.6811786287932   35.68158380067 35.6851311953353 
              27                2                1                1 
 35.693321934489 35.7033526567053 35.7049871013053 35.7058885862924 
               1               64                1                6 
35.7100825585033 35.7114715841901 35.7280143131715 35.7318621211637 
              33               49                1               69 
35.7373871647554 35.7392748079194  35.739971479943 35.7499020082786 
              12                1               17                8 
35.7559561895442 35.7679031938108 35.7781070591727 35.7829287087146 
               1                1              238               19 
35.7923250556362 35.7932352228341 35.8118758665579 35.8237749531129 
               1                1                1                1 
35.8319724903913 35.8444597071698 35.8491039562724 35.8667057276195 
              31                2               48               11 
35.8715003144292 35.8726326742976 35.8750033906318 35.8836344995515 
              55                2               46                1 
 35.883912598275 35.8846564613741          35.8848 35.8850623183288 
              13                3                1               10 
35.8871685485306 35.9004211692917 35.9100740478157 35.9256274068104 
               1              178                1                1 
35.9352718705437 35.9406968813938 35.9445168594479 35.9482764149833 
              32                5               38                2 
35.9497789308079 35.9501084232263  35.951878855783 35.9527346273627 
               1                3               16                4 
35.9600719201438       35.9690625 35.9733727810651 35.9839323130342 
              37                1                1                2 
35.9933777718795 36.0149863156869 36.0233288967358 36.0320075478861 
              21                2              323               42 
36.0327374719022 36.0359630753864 36.0466541245583 36.0519147572504 
               4                9              329                1 
36.0631630545149 36.0648423557406 36.0672941972141 36.0763221526443 
               1                1                1                1 
36.0893707543932 36.0960710814938 36.1109266597231 36.1246537396122 
               7                1               40                1 
36.1305722611445 36.1323346757499 36.1372151315731 36.1386872358232 
              92                1               35                3 
36.1538557032874 36.1547830533678 36.1572780220471 36.1584723169446 
               8               37                3                3 
36.1667390001447  36.179952065852 36.1804126254755 36.1880135524977 
               3                9               51               15 
36.2119474238948 36.2149111394997 36.2183048584847 36.2218025474113 
               1              101               47                1 
          36.225 36.2343195266272 36.2526674510122 36.2553632213524 
               1                1                1                1 
36.2573824562854 36.2628775247632 36.2773364599984 36.2783203394948 
               1               32               61               31 
36.2821142230763           36.288 36.2903951614355 36.2929170144563 
               5                8                2                4 
36.2962962962963 36.2991689750693 36.3019583182024 36.3136663773328 
               2                1               10                1 
36.3143583430024  36.316188334856 36.3198940683596 36.3258726517453 
             105              150                1               34 
36.3280877790489 36.3365752349683 36.3400236127509  36.340064029609 
               4               29                3                6 
36.3550865605886 36.3558325507918 36.3573407202216 36.3899555924112 
               6               80                2               77 
36.3909655472489 36.3978147311133 36.4021438102048 36.4023501306277 
               2               24                3                2 
36.4437462602736 36.4454443194601 36.4672699245963 36.4757629326223 
              38                4               23               10 
36.4775936163443 36.4915015544317 36.4921145067204 36.4931984040845 
              18               47              140               13 
36.5126374295103 36.5173130193906 36.5173860541627 36.5211730423461 
               1                2                1               21 
36.5281327684605 36.5352102073846 36.5418227364921 36.5578093982962 
               1                1                5                6 
36.5616063263377 36.5708142972319  36.571485885354 36.5752812361748 
              37                1                2               10 
36.5797896662094  36.580718322727 36.5889303207178 36.5920746450697 
               2              364               13                1 
36.5972954168131 36.6006523948891 36.6012385062864 36.6035717494176 
               2                1                1                2 
36.6101560605488 36.6188232376465 36.6234380861956 36.6389988978325 
             410               12                7               27 
36.6441649838317 36.6498215732007 36.6545454545455 36.6562195096978 
              10               21                1               25 
 36.668644765861 36.6812953423566 36.7095720334046 36.7164734329469 
              30                3                1               16 
36.7204678894383 36.7229296442064 36.7324163219755 36.7332570602641 
               1                1                1               55 
36.7475803529838  36.754448508897 36.7597862458006 36.7636219143406 
               1                1               10               16 
36.7682878222899  36.771113239769  36.771124260355  36.776565860824 
               2                5                1               10 
36.7767217692897 36.7842828432387 36.7865195205886 36.7878852101194 
               1                4                1               14 
36.7935089732764  36.796215460943 36.7971428571429 36.8004041793208 
               2               11                1               29 
 36.806444742317  36.809854066321 36.8166089965398 36.8207679482211 
             119                1                2                3 
36.8451690947994 36.8457879772902 36.8530684185227           36.855 
              58               44                1                1 
36.8729111160645 36.8759023232332 36.8888888888889 36.8900737801476 
               1                5                1                1 
36.8920808561237 36.9049077941906 36.9117738235476 36.9187883933424 
               1              214               28              131 
36.9321237763993 36.9417890271322 36.9429756610993 36.9465255059542 
               1                4               31               28 
36.9482659380544 36.9602405540856  36.961763093305  36.961809460809 
              10               10               11               19 
36.9630679114332 36.9642857142857  36.979955616716 36.9822485207101 
              23                1                1                1 
36.9924846992551 36.9932844503026 37.0045866741361 37.0193883244909 
               4                1                1                4 
37.0229311887195 37.0327384253385 37.0341186799009 37.0438049526865 
              29                1               35                2 
37.0473860514133 37.0533285445269 37.0664635469158 37.0737239879434 
               1                1                7                1 
37.0765585281171 37.0850351075702          37.0944 37.0968483872452 
              40                2                2                2 
  37.09971315995 37.1000993954621 37.1003164151657 37.1070742141484 
               1                1                5              119 
37.1093854613745 37.1176353898036 37.1196910805495 37.1232147422973 
              27                1               11              342 
37.1294290975679 37.1406194375222 37.1428571428571        37.158912 
              18                1                1                1 
37.1604938271605 37.1613243226486 37.1628743257486 37.1637399408094 
               1                1                1                4 
 37.180249851279 37.1853520111707 37.1877768548925 37.1892288974082 
               1                1                3                1 
37.2000744001488 37.2022860573664 37.2081193989378 37.2141387004891 
             263                2                1                7 
37.2206838596503 37.2230682650024 37.2391857658145 37.2448979591837 
               1               25                4                1 
37.2482092620435  37.252366892277 37.2757952616497 37.2763142496657 
              53               50               34               23 
37.2781065088757 37.2846200237855 37.2912307419625           37.296 
               2               12                1                3 
37.2969495938992 37.3023746047492 37.3063603270064 37.3123326891815 
               7                4               43               33 
37.3618138540625 37.3657167883138 37.3772176115781  37.378658371679 
               8               31               39                4 
 37.403119908222 37.4044173693884  37.412017850104   37.41985999597 
               1               11               42               82 
37.4325748651497 37.4329374187819 37.4370831844157 37.4402141582392 
               1                6                2                1 
37.4408784531855 37.4422050619249 37.4460253052738 37.4609781477627 
               1              121               38                1 
 37.465564738292 37.4876033057851 37.4952362807951          37.4976 
               1                1              113                1 
  37.49767499535   37.50007500015 37.5094890076359 37.5181309775434 
              15                1                4                1 
37.5433276818111 37.5443969115065 37.5543608230074 37.5564678464997 
               1                6               34               10 
37.5676936358182 37.5733623439565 37.5763313609467 37.5895605878982 
               7                1                2              224 
37.5915107298965 37.5933323295218 37.5939822530517 37.6009674352055 
              30                6                1               16 
37.6014638311881  37.607430586762 37.6086148622001 37.6202892714941 
               2               17               27               17 
37.6378486205729 37.6459936622906 37.6492523934168 37.6534825091811 
               1                1                2                2 
37.6571641612092 37.6576035834079 37.6650753301507 37.6781398724088 
              20               24                3               34 
37.6929753859508  37.702220374855 37.7038254076508  37.708518323611 
              12                2                2               12 
37.7094234436892 37.7162629757785 37.7315040344366 37.7368183307795 
               1                1               39                3 
        37.73952 37.7413267527943 37.7461837570144 37.7606659729448 
               1                1                5                1 
37.7631614638229 37.7688358682502 37.7696704833226 37.7750246624754 
             459               27               12               13 
37.7842565597668  37.789917020307 37.7982973739922             37.8 
               1              184                1                1 
37.8048393147826 37.8394506789014 37.8418725587451 37.8460207612457 
               7                1                1                1 
37.8605688007224 37.8610434640224 37.8653337528105 37.8698818339465 
               5               41                1                6 
37.8803043320372 37.8882757765516        37.890625          37.9008 
               2                5                1                1 
37.9028069261307 37.9086472458659        37.918125 37.9302411497385 
              27               36                1              110 
37.9348121977494 37.9365487951369 37.9414344627506  37.952514468356 
              23                1               26                2 
37.9663959327919  37.971647330827 37.9750759501519 37.9788666054086 
               2                7               13               11 
37.9818090890359 38.0126192778337  38.023790333295 38.0382924856218 
               2              149               24                1 
 38.043947055636 38.0594300952469 38.0677146193943 38.0760214010013 
              41               31                1                3 
38.0835761671523 38.0857904572952 38.0862811587119 38.0879501385042 
              33              180                3                1 
38.0916464312267       38.0953125 38.1001896219293 38.1064629316759 
              27                2                9               27 
38.1078442630258 38.1131360946746  38.113469084081 38.1292036744329 
              15                1                2                1 
38.1446075392151  38.164669754945 38.1672763345527 38.1678161905101 
               2                4                1               10 
38.1736241783314 38.1857142857143 38.2100591715976 38.2149901380671 
               8                1                1                1 
38.2154940068658 38.2160532643632 38.2202912843326 38.2268506472497 
               3               17                1               22 
38.2424630208137  38.246326492653 38.2472940926857 38.2478647755027 
               1                1                4                2 
 38.253051712715 38.2611868218623 38.2629336687245  38.274254063301 
              17                2               42              314 
38.2781136656023 38.2788765577531 38.2952848497367 38.3065282259597 
              36               23                1                1 
38.3107623358104 38.3108108108108 38.3167202320564 38.3195210834866 
               6                1               13                1 
38.3498948816079 38.3549666127303 38.3567657756116 38.3726764334794 
               2               11                9               91 
38.3756010258358 38.3819517639035 38.3955399290761 38.4097542388633 
              43                1               83              192 
38.4107142857143 38.4131883021567 38.4139941690962 38.4144569942032 
               1                1                1               34 
38.4298289257736 38.4400768801538 38.4406638635762 38.4497643995288 
               1               50                7               34 
38.4542483370681 38.4562956997496 38.4687707091677 38.4741769483539 
               3                1               14               13 
38.5175770351541 38.5179733105997 38.5190798082427 38.5292996025956 
               1                2                1               15 
38.5411172867053 38.5432150826494 38.5455808291467 38.5457153607132 
               1                6                1               22 
38.5758622756915 38.5775778733402 38.5778549334877  38.592657830477 
              11                1                2               18 
38.5977343383258 38.6070736638515  38.617220091583 38.6208211862791 
               4               30               39               13 
38.6214151334553 38.6532023064046 38.6533717673849 38.6622088436921 
             142                5                1                1 
38.6652973068134 38.6694773389547 38.6769390581717 38.6859227717119 
               5               38                1               24 
38.6908902362228 38.7046826222685  38.716049382716 38.7346649458147 
               6                2                1               47 
38.7354791330081 38.7372675571797 38.7412203395835           38.745 
               5              272               38                1 
38.7543252595156 38.7549212598425 38.7728716633904 38.7733844303237 
               1                2               24                1 
38.7734834641267 38.7755614220906 38.7795547208446 38.7860597149766 
              15               40                9                1 
38.7888275776552 38.7888784784888 38.7930658673817 38.7943633030123 
               1                1               27               31 
38.7958768085568 38.8147420922941 38.8204958677686 38.8337693222354 
               5                1                1                1 
38.8385653897962 38.8425459408281 38.8647777295555 38.8742989138773 
               8               11                6                1 
38.8847063408412  38.898672838668 38.9128570361882 38.9183431952663 
               1                6                2                1 
   38.9208134393 38.9236145309162 38.9249221405017 38.9398932644019 
               1               16               12               32 
38.9518784577735 38.9542936288089 38.9584650137042 38.9647166013082 
              12                1               29               14 
38.9715065144416 38.9771287355075         38.98125  38.981531568349 
             334                2                3                2 
38.9862405433696  38.997581995164 38.9991691099444 39.0022969395051 
               6                1                8                3 
39.0102565919418  39.028192342099 39.0333757291347 39.0437317784257 
               1                3                1                1 
39.0461727879668 39.0523296420527 39.0527362057496 39.0527484001112 
               2               16                2                1 
           39.06 39.0600781201562 39.0675009453359 39.0769726176131 
               1              126                1                5 
39.0833005209411 39.1063030646771 39.1125641160178 39.1142755428978 
               3              111               20                1 
39.1225742451485 39.1339156969429 39.1363673352347 39.1413686053179 
               1               21               34               25 
 39.141492424399 39.1486497258709 39.1537190082645 39.1557922790606 
               2               15                1              230 
 39.159939532443 39.1716783433567 39.1835084158534 39.1842208562326 
               1                1                6                1 
        39.19104 39.1952340998108 39.2214834016445 39.2290230947244 
               1                2               16                8 
39.2344534689069 39.2390289153756  39.255378510757 39.2727128649524 
               2                1                3               20 
39.2815908505163  39.292302128005 39.2964687673768 39.3015137011193 
               3                2                1               14 
39.3080180691611 39.3124154481768 39.3151643446144 39.3242721969315 
              19                6                1              153 
39.3257929373002 39.3312748537816 39.3313286626573 39.3428571428571 
              16                1                6                2 
39.3462381300219   39.36523498047 39.3725587451175 39.3810735718357 
               2                1                3                5 
39.3828886831327 39.3854852633578 39.4292660040897 39.4391226652276 
              17               14                4               13 
39.4420739359604 39.4506789013578 39.4586503458721 39.4690386172931 
               1               10               29               22 
39.4707474596461 39.4796688030876 39.4904632862209 39.5029361487294 
               3              342               17               29 
39.5071757885451  39.531857489371 39.5331240489471  39.544293964621 
              23                1               91               98 
39.5467647467869 39.5526643598616  39.576941157663 39.5804882433559 
               1                1                4                3 
39.5874621108622 39.6021363471298 39.6055324655028 39.6102200655106 
               5                5               29                2 
39.6109597820862 39.6256617864093 39.6459792919586 39.6513195370141 
               1               23                5               14 
39.6703918407837 39.6794128713224 39.6800793601587 39.6851745260584 
               4              103               24                4 
           39.69 39.6900793801588 39.7056992461092 39.7103053421327 
               1               33               23                6 
 39.723550295858 39.7246163112364 39.7339661866824  39.738204476409 
               1                7                1                2 
39.7444365136664 39.7456223483875  39.749692671375  39.771942265778 
               1                4                9               15 
39.7822849555256 39.7894389583666 39.8174757568352 39.8229702709405 
              21                6                1               40 
39.8337909298646 39.8372250031697 39.8412796825594  39.857222571588 
               1                8                9              101 
39.8671045275975 39.8683624564239 39.8722914648098 39.8729829717724 
              15               11               53               25 
39.8738297476595 39.8891083496453 39.8891652772395 39.9070440998025 
               2                7                5                1 
         39.9168 39.9187109885324 39.9383520660532 39.9389081246418 
               1                1              216               32 
39.9743630828393 39.9768601190095 39.9892754802811  39.991415805871 
               1                1                6               17 
 39.994621004867   40.00945501891 40.0199666183831 40.0285098090857 
              14                2                1               25 
 40.028637883104  40.032594350903 40.0338750816006 40.0343657830173 
               2                4                7               16 
40.0365800731601  40.047356705607  40.055886563386 40.0573120415255 
              18               10               28               20 
40.0747713302379 40.0948912426075 40.0955312937581 40.1047618663285 
               1                1               21                7 
40.1283085562604 40.1413259573924 40.1450802901606 40.1662717387935 
               3                7                1               24 
40.1676417719565 40.1681104889685 40.1760803521607  40.189915090574 
               3                1               46                9 
40.1933926533754 40.2115089944466 40.2318804637609        40.234375 
               5               18                7                1 
40.2387901549997  40.246261626627 40.2475761772853 40.2484472049689 
             258               17                1                1 
 40.250274406366 40.2521544628743 40.2695595003287 40.2711716666037 
               2               14                1               13 
40.2807055614111 40.2933764345037 40.3075830948329 40.3153169255299 
               1               38                3                5 
40.3195663534184            40.32 40.3379224727199 40.3513203720622 
               2                1              112              231 
40.3551102960194 40.3554378537329 40.3746097814776 40.3886522058759 
               1                1                1               24 
40.3953695008798 40.4040404040404 40.4087776319906 40.4163308326617 
              34                1                9                1 
40.4216937466133 40.4271808543617 40.4352112117285 40.4375814668789 
              13                9               13               19 
40.4417073296956 40.4454269116151 40.4470557006974 40.4629920791033 
               1                3               10               10 
40.4630523546761 40.4666737311314 40.4908036378573 40.5095732066464 
               4                2                1               40 
40.5127256535505 40.5463117703881  40.546793896356 40.5479486644271 
               4                2                3                3 
40.5519561039122 40.5624661979448 40.5654008011068 40.5657954173051 
               1                1                5                7 
40.5722652204983 40.5826818744927 40.5834831805623 40.5865283065619 
               1                1                1                1 
40.5927159209157 40.5974773887264 40.6039912671541 40.6045973382269 
               2                3                8               14 
40.6065383559338 40.6106672326766 40.6224812449625 40.6241607968301 
               3               23               16               62 
        40.64256 40.6488765102187 40.6741309350387 40.6812239405729 
               1                1               26               19 
40.6830730558968 40.6875813751628  40.700658464867  40.722023970223 
               1                5                1              137 
40.7260009124264 40.7390791027155 40.7429386287344 40.7495278658377 
               1                1              265                8 
40.7500243571916        40.753125  40.755313377452   40.75834238625 
               5                2                4                5 
40.7704010674294 40.7875009298406 40.7982446438371 40.7993231958886 
              95               13                1                1 
40.8131103819316  40.817105855665 40.8177816355633 40.8214285714286 
              15                1                9                1 
40.8224412256403  40.835536216527 40.8528746744994 40.8654735182908 
               1               16               28                1 
40.8786471393393 40.8910192820386 40.8935103584493 40.8994723806622 
               5                3               13                5 
40.8998378514678 40.9015783429491 40.9060175398234 40.9065545403818 
               1                5                4                1 
40.9200818401637 40.9368108677046            40.95 40.9643149845158 
               7               23                1                1 
40.9704045214542 40.9889708668306 40.9918175208251 40.9960003593477 
              28                2                1                4 
40.9969414980152  41.001300043393 41.0020599670331  41.013082026164 
              21                2               15               46 
       41.015625 41.0245254084258 41.0352703084555  41.036996359707 
               1               14               13                3 
41.0536288200604 41.0536926933967  41.085838197973  41.097225051593 
              67                4                2               26 
41.1032206679798 41.1158717054276 41.1389781457249 41.1428571428571 
              19                9                1                1 
41.1444187300198 41.1522633744856 41.1533081130678 41.1583467795035 
               5                1               91               35 
41.1591259105099 41.1804823609647 41.1910095521347 41.1918934775718 
               1                1               25               11 
41.1961761423523 41.2013678469701 41.2032768908974 41.2056792971718 
             204                2                1                2 
41.2083824167648 41.2100073046019 41.2239633799993 41.2300824601649 
               5                1                1                1 
41.2389967483509 41.2522253615936  41.269630468255 41.2743682630222 
               1                1               18               13 
41.2838913358842 41.2988366026572 41.3197520609917 41.3239683622224 
               2                4               22                2 
41.3362117046815  41.348516646688 41.3490430005435 41.3577297742831 
              22               17               68               14 
41.3678268762788 41.3799591372362 41.3823181986435 41.4036828073656 
              11               15                2                9 
41.4052537384018 41.4233639417487 41.4257142857143 41.4347008244028 
               5                1                1                2 
41.4360402685302  41.436124567474 41.4515114744515 41.4642857142857 
               4                1               20                1 
41.4674543634802   41.48115734248 41.4967181541168 41.5042152398354 
               1                6                1                1 
41.5051398158042 41.5097802513944 41.5191152962951 41.5394776102052 
              66                3               12               22 
41.5486703549584 41.5595126555237 41.5628365476132 41.5689087223377 
               1                2                5              109 
41.5816575073383 41.5989831979664 41.6023668639053 41.6024500688055 
               1                8                1              231 
41.6072305859062 41.6109403647379 41.6233090530697 41.6260598146196 
               7               17                1                2 
41.6286546858808       41.6390625 41.6425626239682 41.6443933076902 
              77                1               11                2 
41.6528925619835 41.6571428571429 41.6617629849205 41.6618307285058 
               1                2                6                9 
41.6666666666667 41.7020188879087 41.7111283441317 41.7123056468335 
               1               15               24                1 
41.7544263659956 41.7578583074393 41.7688598690807 41.7725835451671 
               1                7                9                1 
41.7920684612636 41.7942835885672 41.8003214127713 41.8039679054565 
               2                6                3                6 
41.8057978973101 41.8064898629797 41.8092074334106 41.8138812056171 
              16                1                4               42 
41.8183861540367 41.8251041046996 41.8362489617541 41.8417817593421 
              15                1                2               16 
41.8707692307692 41.8724037448075 41.8827790780582 41.8849224795224 
               1                1               20                7 
41.8866587957497 41.9352696693559 41.9397436148369 41.9468078925408 
               1               18                5                8 
41.9653731869447 41.9659316827284  41.975009323153 41.9812543652066 
             155                3               14                1 
41.9829411087394 41.9861157024793  41.989583979168  42.011184280915 
              15                1               40                9 
 42.041398368511 42.0438340876682 42.0497245408873 42.0544298119846 
               1                1                1               92 
 42.067826071136 42.0874187684103         42.09408 42.1016794696311 
             208               16                1               15 
42.1116467232935 42.1129841529223 42.1179821598398 42.1207269710711 
               1                1                2                2 
 42.126778468433 42.1316324922692 42.1357574776423 42.1391715976331 
               5                8               11                1 
42.1600843201686 42.1600843201687 42.1848843697687 42.1945288335021 
               1               18               10                2 
42.1978683292547 42.2131611284194 42.2191874595797 42.2218052167386 
               1                4                1                1 
42.2222222222222 42.2260805459111 42.2350939219837 42.2507296627496 
               1               18                4                5 
42.2601995769356 42.2680892699063 42.2700326369511 42.2881837499212 
               1               14                9               14 
42.2882556613855 42.3150846301693 42.3247070627439 42.3283703710265 
             109                1               13                4 
42.3372275315979 42.3732097464195 42.3778546712803 42.3801847603695 
               5                1                1                9 
42.3827690755571 42.3977312798376    42.3996721828 42.4142676540201 
               4               18                2                1 
42.4151379759238 42.4220831140624 42.4336332543633 42.4344990701816 
              16                5               21               53 
42.4364328911758 42.4448788305017 42.4495890314095 42.4601432293244 
               1                3               14                2 
42.4718563722842 42.4970414201183 42.5136566478454 42.5143707430272 
               3                1               44              184 
42.5304442291304 42.5391447886645 42.5503164997074  42.569382013764 
               1                4                4               15 
42.5741335911738 42.5754851509703        42.578125 42.5863351726703 
              65                8                1                1 
42.5974066233847 42.6009088704568 42.6015019996179  42.603550295858 
               2               16               18                1 
42.6109943128977 42.6153423735419 42.6165368459769 42.6171148234282 
               6                3                5                4 
42.6297577854671 42.6363278410267 42.6781193827038  42.678617394529 
               1                3                3                1 
42.6915139544565 42.6998099175262  42.702606232947 42.7092895708283 
               6                1                4                1 
42.7219604439209 42.7410327476905 42.7420209679129 42.7464227522537 
               9               12                1                1 
42.7549503747656 42.7581251687342  42.767318670732 42.7707855415711 
               1               11               12                2 
 42.772399594386 42.7994404375906 42.8142857142857 42.8180900003935 
              64               14                1                1 
42.8190916709326 42.8257945362772 42.8453294480905 42.8575857151714 
               4               29                1                1 
42.8686571658858 42.8723417446835 42.8782345453964 42.8833436191343 
              13                1                3                1 
42.8915558180485 42.9023143760573 42.9025266334556  42.912683481617 
               3                2                1              185 
42.9147483378504 42.9337284710072 42.9338048758742 42.9443786982248 
              10               13                6                1 
42.9575626062579 42.9660859321719 42.9734696898505 42.9823440292042 
               2               70                1               65 
43.0173010380623  43.021068518437 43.0302850225078  43.045800377315 
               1                7                8               33 
43.0509084585275 43.0556416668389  43.057460752934 43.0713715069667 
               1                2                1               50 
  43.08050540315 43.0843342155434 43.0952101573625 43.0970352121224 
               8                2                9                2 
43.1001382712825 43.1211448434239 43.1223262446525 43.1288362576725 
              10                3                1                1 
43.1452475808177 43.1613863227726 43.1652476208178 43.1823354996191 
               1                4               13                3 
43.2229435887443 43.2230453659414 43.2279946760829 43.2365078179869 
               5                1               14                3 
43.2499134894464 43.2559849494699 43.2566154388507 43.2665480715577 
               1               13               14              148 
43.2688199969973 43.2694549882516 43.2798649530817 43.3322741645483 
               1                5                6                1 
43.3327723798305 43.3343859767304 43.3425160697888           43.344 
               3               20                1                1 
43.3481512124315 43.3566867133734 43.3759804238514 43.3846178451992 
               6                4                1                4 
43.4000868001736 43.4066021068803 43.4164951505706  43.418020720339 
              82                2                4                3 
43.4247658688866 43.4250222134458 43.4276356833964 43.4329578718329 
               1               15               18                4 
43.4584045733531 43.4723342692821 43.4762583810882 43.4864364538418 
              71                1                1                5 
43.5154530297158 43.5181534425569 43.5310548040451 43.5357120714241 
               1                1               10                1 
43.5385370676915 43.5412410143154 43.5515004173476 43.5519871039742 
               2               11                1                5 
 43.564170304144 43.5770767735307 43.5772300116029 43.5794260018272 
               8                1               12               94 
 43.598615916955 43.5992864173228 43.5993676721081 43.6197443823459 
               1               24               18                5 
43.6269990609502 43.6384869309531 43.6473541584546 43.6537030853463 
               5                7                6                1 
43.6978641834316 43.7044745057232 43.7118454577174 43.7126636026125 
               7                1                5                1 
43.7139583956587 43.7383298846146 43.7408312833155  43.747287494575 
               5                1                4                4 
43.7543732230322 43.7632303836036 43.7657774723833 43.7709371512493 
              18                3               13               48 
43.7905374080644 43.7943982414448 43.8017963967576 43.8289759084546 
               4                1                3                2 
43.8363037435562 43.8544873525479 43.8595206112908 43.8823099868422 
               8              107                1                1 
43.8903374834098 43.8968619872724 43.9022365648037 43.9067163848613 
               4              119               14                1 
43.9242860993011 43.9315164344615 43.9321872726586 43.9338708473093 
               2               17               14                5 
43.9425878851758 43.9714285714286 44.0071957648641 44.0111105216641 
              34                1                4                5 
44.0252533286577  44.030952755959 44.0502023861191 44.0520923761677 
               3                4                1                2 
 44.063641846292 44.0733434531737 44.0782131564263  44.079765578886 
               7                1                1                3 
44.0946383622871 44.0985970729338             44.1 44.1086596458907 
              35               49                3                4 
44.1142386191022 44.1378882757765 44.1435986159169 44.1454622521433 
               7                6                1                1 
44.1535123070246 44.1548709184375 44.1677336907804 44.1936883873768 
               1                4                7                3 
44.1982118717474 44.2026031981058 44.2128160590382 44.2138384276769 
               1                2                1                2 
44.2142029137592 44.2250471277802 44.2329296034634 44.2477447454895 
               8                9                2                2 
44.2626691704996  44.265006873209   44.28580285732 44.2858893530287 
               7                3              161                8 
44.3025460720109 44.3083406975375 44.3243568598966 44.3311613266825 
              29                1               11                2 
44.3331886663773 44.3371743886345 44.3494636989274 44.3618615769088 
               4                1                1                2 
44.3704986149584 44.3864524092685 44.3909816391061 44.3987393165098 
               1               55                1                4 
44.4031524988608 44.4314166734842 44.4349064509678 44.4455727621133 
              30               14               20               13 
44.4502212255842 44.4575400869552 44.4629460687493 44.4806603898922 
               1                5                6               12 
44.4809800290128 44.4917612707671 44.5284890569781         44.53125 
               8                1                4                1 
44.5478576907567 44.5507897936211 44.5526843349878 44.5921020839623 
               9                3                1               11 
44.5978264737595 44.5978963791576 44.6014732859916 44.6241463911499 
              19                3                2                2 
44.6284763537269 44.6291908208816 44.6312338766316 44.6376031981291 
               7              141                9               33 
44.6400892801786 44.7028402707325  44.709262972245 44.7237894475789 
              10                4                6                1 
 44.745571532731  44.756339512679 44.7642362740347 44.7676323924076 
               1                4                4                5 
44.7707064824961 44.7810516690638 44.7942263672453 44.8008415548081 
               1                8                7                2 
44.8029803143978 44.8113799453405 44.8172324916078 44.8393753930365 
               1               49               10                2 
44.8467563601794 44.8548907478438 44.8578866758034 44.8580584661169 
               1               10                1                1 
44.8706682537332 44.8717852453006 44.8875925597697 44.8932466863043 
               7                1                2                1 
44.9111183936654 44.9190898381797 44.9306460743099 44.9353455187291 
               1               53               90                4 
44.9376355290329 44.9508495363616 44.9531737773153 44.9700012541654 
               2                8                1                5 
44.9724922887346 44.9942835369542 44.9943757030371         44.99712 
              19                8                9                1 
45.0069412249551 45.0320735352215 45.0408369934809 45.0409218398777 
               4                6                3                8 
 45.049651694225 45.0532762938078 45.0546043949231 45.0878679535137 
               1                9                2                1 
45.0970558745851 45.1074727054778 45.1143902287805  45.144143022661 
               7                5                1               18 
 45.144347125793 45.1589508392669 45.1589917020665 45.1613806453419 
               1                3                4                1 
45.1715189144664 45.1771871285678 45.1934788167097 45.1980903961808 
              27                5              116                5 
45.2426644498259 45.2428138409853 45.2536915582369 45.2634656748603 
               1                3                1                8 
45.2640958745941 45.2877691469669 45.3096906193812 45.3110421791778 
               8                1                8               12 
45.3157937565875  45.328596905954 45.3362721470244 45.3415763974385 
              18                5                1                1 
45.3479004243684 45.3486621258957  45.354884098198 45.3600907201814 
              46               10                3               11 
45.3856265190481 45.3884289692778 45.4207190437103 45.4298754751356 
               1                1               50               12 
45.4344658689317 45.4438582007358 45.4447906884897 45.4630926562891 
               1                5                2                5 
45.4839473005978 45.4850623986962  45.487444490514  45.504991009982 
               1                1               58                3 
45.5119660239321 45.5162893796862  45.525805337325   45.53685000947 
               1                3                9                5 
45.5405356950769 45.5429943117951 45.5623503399207 45.5773422128266 
               1                4                1                3 
45.5806579468886 45.5962852754108 45.6075421176829 45.6151431334005 
               1               10                1               31 
45.6285483999539 45.6316224541712 45.6467325677034 45.6467675359941 
               2                1                1                1 
45.6590952244404           45.675 45.6776946611744 45.7002914005828 
               7                2                7                1 
45.7029485487543 45.7079949952449 45.7257995945715 45.7258979034087 
               5                2                8              113 
45.7339653819428  45.762695075686          45.7632 45.7792976077446 
               3               40                1                7 
45.7814314014817 45.8112027335166 45.8211074981677 45.8307459583669 
               1                3                2               13 
45.8390999426627 45.8413416826834 45.8487443834985 45.8800917601835 
               8                1                1                6 
45.8864873294119  45.890588551059 45.8955917911836 45.9088014950223 
               2                6               14                5 
 45.914749179673 45.9155204024694 45.9192440876231 45.9269727613179 
               7               10                4                3 
45.9291048759612 45.9769669539339 45.9803535540484 45.9878200692042 
               5                1                4                1 
 46.000505224151 46.0023966922934 46.0259599352764 46.0472117201753 
              33               16                8                3 
46.0507212310029 46.0572349716128 46.0590064037271 46.0712945647345 
               1               89                2                3 
46.0746479148913 46.0908921817844  46.091705086636  46.093056175032 
               2                2               14                1 
46.0955146762364 46.1036987647746 46.1619105056392 46.1740474262199 
               3                2                6               10 
46.1772362839152 46.2038348892915 46.2215679727196 46.2233450418458 
               1               12                1                4 
46.2343781830421 46.2581274106534 46.2619244765117 46.2746086782496 
               4                1               13                7 
46.2827257015461 46.2861925723851 46.2926483498761 46.3094554997974 
               1                3               17                1 
46.3233157871274 46.3456981601463 46.3459784062425 46.3604580584078 
               9               80                1                1 
 46.369998222038 46.3710604840564 46.3753955189571 46.4115213944714 
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46.4283342767869 46.4443777528698 46.4546749260117 46.4575122698633 
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46.4814929629859 46.4815979349777 46.4847210686157 46.4894644075002 
               4                5                4                1 
 46.517081227524 46.5173488940728 46.5176733756114 46.5194680389361 
               3                4               10                1 
46.5258548245628 46.5274459960685 46.5886646059006 46.5947440770621 
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46.6005231866825            46.62 46.6221092442185  46.632950408758 
               1                1                1                3 
46.6404158614769 46.6461263501039 46.6566517735161 46.6705475200792 
              22               17                1                4 
46.6737043966402 46.6767933535867 46.6794964731798 46.6889996279993 
              15                1                4               10 
46.7233229645987 46.7422541493282 46.7611538773373 46.7658078173299 
               1                1                2               11 
46.7907185814372 46.8027563274061 46.8075316315922 46.8130236827581 
               1                2               46                3 
46.8233194530905 46.8303275657565 46.8315469502911 46.8525718392545 
              10                3                2                1 
46.8586286210205 46.8594971051807 46.8606503619257 46.8720937441875 
               2                5                7               31 
          46.875 46.9199224112734 46.9275636776126 46.9429510287592 
               1                2                3               35 
46.9606988363315 46.9689369130804 46.9835974274025 46.9869507348727 
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46.9919274389316 47.0062230447042 47.0253615893677 47.0323010958522 
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47.0484466902823 47.0813441626883 47.0865051903114 47.0939734778878 
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47.1007810095936 47.1083739899049 47.1136679230311 47.1200942401885 
               1                2                1                3 
47.1303421945687        47.131875 47.1356479045138  47.143573903989 
               6                1               15                4 
47.1891266363178 47.2039518297787 47.2218917311124 47.2373962753838 
               2               35                1               42 
 47.247070494141            47.25 47.2560491434782  47.260383278163 
               1                1               18                3 
 47.262694525389 47.2812133880566 47.2876983816251 47.2917474760569 
               2                2                4                6 
47.2972374516178 47.2993133486267 47.3001970731052 47.3059401084982 
              12                1                3                1 
47.3372781065089 47.3503804150465 47.3720302279314 47.3756025637051 
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47.3829201101928 47.4037242970516 47.4206859939211 47.4263458604853 
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47.4267930784382 47.4397488587365 47.4531527575452 47.4547050909695 
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47.4568202422215 47.4579949159898 47.4645591635337 47.4688449376899 
               4                2                5                3 
 47.474380663047 47.4938664163043 47.4965858920271 47.5472532976316 
              10                1                1                5 
 47.551399450625 47.5549338195451 47.5562360879083 47.5601585997856 
               1               82                3                1 
47.5932028787134 47.6078514483899 47.6134434113377 47.6145580390334 
               8                2                2               20 
47.6152954455869  47.637352417562 47.6515238744763 47.6532953065906 
               6                1                3                2 
47.6665360110381 47.6990746041984 47.7189040315581 47.7378374111587 
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47.7438498129591 47.7452743300732 47.7596126789887  47.770066580454 
               1                1                8                8 
47.7759633205217 47.7808384188197 47.8042450306884 47.8095356190712 
              10                1                4                3 
47.8286670859056 47.8391038115145 47.8485956971914 47.8685128585425 
              53                1               13                1 
           47.88 47.8905547654845 47.8923907744607 47.8959002900705 
               1                9                1               12 
47.9038851117208 47.9207410027723 47.9243244200774 47.9260224792639 
               1               13                2                4 
47.9266897495702 47.9373686020099 47.9931946157899 47.9944249113451 
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48.0058102973349 48.0438960877922 48.0479507671818  48.062205499411 
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48.0678104213351  48.070369624687 48.0704897060469 48.0833129186864 
               1                1                3                5 
48.0887573964497 48.0924322795391 48.0987738834982 48.1028328920563 
               1               10               10                2 
 48.103644594386 48.1821442008915 48.1829535087642 48.2000012442932 
               5               10                3                2 
48.2112964225928 48.2147839295679 48.2223186668596 48.2338562333375 
               2                1                1                2 
48.2399360878027 48.2575216291079 48.2588420798143 48.2601791649864 
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48.2724665535513 48.2865481859996 48.2897752184918  48.312426035503 
               1                5                2                1 
48.3167147092312 48.3520517214045 48.3600967201935  48.371093785993 
               1                4                3                5 
48.3965592569189 48.3969942349724 48.4055069672639 48.4215844464747 
               6                1                4               49 
48.4374503720652          48.4375 48.4694517776132 48.4734487474515 
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48.4744434010557 48.5041021985158 48.5372399316227 48.5520655785166 
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48.5531824260352 48.5574200055485 48.5600433710945 48.5771577011904 
              17                1                1                7 
48.5829897279629 48.5916616803648 48.6228635179164 48.6297972595945 
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48.6561526756272 48.6759394467014 48.6898480722169 48.6973744458785 
              24                2                2                1 
48.7098055951514  48.714383143052 48.7328006792119 48.7443950094512 
               4               30               16                3 
48.7488084351169 48.7489929561961   48.75807148064 48.7852404276237 
               8                3                6                4 
48.7894328600929 48.8077159849585 48.8082031527385 48.8089571220465 
               1                1                2                1 
48.8154120525658  48.815920257187 48.8250976501953 48.8343761816698 
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48.8352589608405 48.8664287642676 48.8783970960645 48.8804758327853 
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48.8915263544813 48.9058002909394 48.9063760529424 48.9126842487937 
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48.9204591690433 48.9244812809152 48.9379425412976 48.9602536298498 
              22                4                3                1 
48.9699653979239 49.0181625524541 49.0230519333839 49.0281509863587 
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49.0672055724277 49.0686695659106 49.0722124301391 49.0803739435689 
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49.0908910811904 49.0921099029698 49.1047814051551 49.1123041069612 
              23                6                1                3 
49.1268921263991 49.1796751025001 49.1967765942452 49.2010661440678 
              33                1                1                2 
49.2156984313969 49.2286108539159 49.2319734639469 49.2458127773399 
               3                7                1                6 
49.2573008814657 49.2637606368963 49.3158417115007 49.3362982716164 
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49.3591844326546 49.3839697356814 49.3900161354042 49.4109988219976 
               2               35                4                1 
49.4164050611838 49.4229559887691 49.4237106817409 49.4354113708227 
               9                7                5                4 
49.4670885535543 49.4711764470788 49.4756103041949 49.4843276385777 
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49.4929214407326 49.5026704339123  49.503224006448 49.5047912966022 
               3                3                1                5 
49.5514214168924  49.566873327295 49.5684555382952 49.5901204820161 
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49.6000992001984 49.6070621047492 49.6495446098489 49.6863044860821 
              56                8                2                1 
49.6937408817038 49.7128266983807 49.7205060154065 49.7423824811978 
               1                5                1                1 
49.7497769189087 49.7565302822913 49.7665267542255  49.771844696044 
               4                4                2                3 
49.7772424116277 49.7777777777778 49.7787128386757 49.8015996031992 
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49.8061677789651 49.8164449037805 49.8725564925178 49.8742319798689 
               1                1                1                5 
49.8826904668053 49.8882813335865 49.9142019077989 49.9229400825666 
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49.9326805105223 49.9331284376854 49.9503635726021  49.954385623057 
               1                1                3                4 
49.9627909480813 49.9875023433594    49.9968999938 50.0246069696292 
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50.0328824141519 50.0356372613572 50.0457250914502 50.0591958820087 
               1               17                1                2 
50.0618770613723 50.0716400519068 50.0893498828418 50.0902581810909 
               1                7                2                1 
 50.115584102136 50.1194141171976 50.1220143065286 50.1315288344862 
               5               16                3                9 
50.1512114135339 50.1603856953255 50.1766574467405 50.1922003844008 
               1                1                6                2 
50.1990031912223 50.2095522149456 50.2101381112106 50.2201004402009 
               1                6                2                4 
 50.255759683117 50.2605896370084 50.2760372863138 50.2936650404551 
               1                1                2                2 
50.2984876937496 50.3086720459155  50.349610717075 50.3584478243337 
              21                8                1                4 
50.3875007750015 50.4221694833922 50.4326604554301 50.4442973171661 
               1                2                1                1 
50.4495392221099 50.4526009052018 50.4558300783268 50.4653157743815 
               2                1                1                5 
50.4807584009632 50.4813912853632 50.4858152573448 50.4942118760997 
               1               10               14               12 
50.5070724427163 50.5198531058219 50.5783889094532 50.5828011656023 
               2                3                1                2 
50.5885792836674 50.5892836245463 50.6218612437225 50.6328088780745 
               2                2                2                2 
 50.636966508308 50.6384888072114 50.6629584687741 50.6642948769769 
              18                3                5                2 
50.6812583873102 50.7459067936625 50.7549890839427 50.7685570674744 
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50.7781015562031 50.7949599123068 50.8002528292391  50.827438392313 
               8                1                1                1 
50.8401016802034 50.8426636687984 50.8471984685905 50.8594767189534 
               5               14                3                1 
50.9025299627788 50.9075011405329 50.9213988842179 50.9369098322972 
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50.9479279828125 50.9521718751892 50.9734019468039  50.980267976161 
               6                1                1                5 
51.0040689502867 51.0163879774145 51.0172448916327 51.0301020602041 
               5               11                3                2 
 51.059153131895 51.0810164477472 51.0878086844931 51.0889603094085 
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51.0956031363859 51.1519187100874 51.1654742317749 51.1687023374047 
               1                9                2                2 
51.1943881030619  51.205337562516 51.2130056518178 51.2245024490049 
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51.2432782899592 51.2542184847683 51.3021192661173 51.3235694440139 
               1                4                2                2 
51.3259189581264 51.3268795132632 51.3640027280055 51.3715313144912 
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51.3723994701275 51.3909534435326 51.3930612636312 51.3942871476176 
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51.3959092434314 51.4206282850435 51.4653915639908 51.4882847947514 
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51.4952201779404 51.5040961136217 51.5290226392438 51.5376030752061 
              39                1                1                3 
51.5451117407425 51.5486745259205 51.5593031186062  51.565281701992 
               1                4                2                2 
 51.578812835045 51.5832367327191 51.5870380853188 51.6048641698553 
               2                1               18                3 
51.6233969447725 51.6496900762397  51.654960452778   51.68564580836 
               1               22                6               14 
51.6863037506793 51.6971622178539 51.7060729611261 51.7258177373498 
              14                4                2                1 
51.7265695025217  51.753447885594  51.754603509207 51.7617164266587 
               1                3                4                3 
51.7721863178206 51.8086535877452 51.8323985518364 51.8385216457933 
               1                1                1                1 
51.8422689774763 51.8766662533325  51.902960948779 51.9198576858692 
               2                3                2                3 
51.9358379436981 51.9401391536469 51.9446200182723 51.9499038998078 
               3                1                3                1 
51.9611359029222 51.9725006392162 51.9816540578261 51.9988921465925 
               5                1                1                1 
52.0012631720765 52.0101723797198 52.0749879826951 52.0801041602083 
               1                2                1                4 
52.0813240229929 52.0854184565512 52.0862674861444 52.0900012604478 
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52.1100266561349 52.1275236098859 52.1293292113994 52.1339059207044 
               2                9                2                2 
52.1452042904086 52.1818231136462 52.2504017659641 52.2526772864197 
               1                1                2                2 
52.2572473716376 52.2770043649728 52.2953112021927 52.3104272014996 
              11                1                2                4 
52.3390350731252 52.3405046810094 52.3534738475727 52.3686365932289 
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52.4190870866949 52.4246795185462 52.4343905830669 52.4567164836809 
              16                1                4               12 
52.4574146034105 52.4687616539412 52.4839543775768 52.4933307931132 
               4                5                1                2 
52.5139803511437 52.5230932118669 52.5621556761092 52.5723546721196 
               5                1                1                2 
52.5854968869701 52.6115337944962 52.6181217651692 52.6253848230575 
               1                2                3                2 
52.6762343847268 52.6967753154256 52.7169342433283 52.7311054622109 
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52.7519066872453 52.7615155576332 52.7795270466574 52.7886770059255 
               2                2                2                3 
52.8591379763405 52.8938557877116 52.9058838284299 52.9179340461525 
               5                1               17                2 
52.9183164875205   52.93863116129 52.9409323281456 52.9658202173547 
               4                2                2                1 
   52.9995902285 53.0420415679541 53.0656165118559 53.0847262877958 
               2               15                2                3 
53.0898204653552 53.0948334135314 53.1023376096339 53.1217062434125 
               3                1                1                2 
53.1428571428571  53.142963428784  53.163055286413  53.211727517205 
               1               12                8               10 
53.2176669889672  53.251136088071 53.2518774995224 53.2637428911221 
              12               21               12               20 
 53.294800467152 53.3170066340133 53.3201066402133 53.3218877411613 
               1                1                1                1 
53.3333333333333 53.3697174660785 53.3747623969077 53.3833782511315 
               1                1                1                2 
53.4078487511814 53.4175458883462 53.4251481726104  53.457429228908 
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53.4584055935598 53.4727325837345  53.512307024614 53.5217679431899 
               1                3                1                1 
53.5238645886657  53.555028985058 53.5651238377549  53.590752342795 
               2                7                2                2 
53.6060807471331 53.6333252597301 53.6637644703861 53.6738184203012 
               1                1                1                1 
53.6743930630718 53.6969532578224 53.7076074152148 53.7217470068712 
               1                1                2                1 
53.7266797189844 53.7479587355869 53.7503654888967 53.7736559344086 
               2                2                2                2 
53.8136355731594 53.8195520835486 53.8258688974125 53.8364258636869 
               1                1                1                3 
53.8506317539375 53.8783701759874 53.8983304529109 53.9014310542799 
               4                1                1                4 
53.9167752891719 53.9565595260223 54.0286794859304 54.0349933451036 
               4                4                4                3 
 54.062391861808 54.0699811868374 54.0707692985634 54.0831850894471 
               1               13                1                6 
54.0982081964164 54.0998311913521 54.1297951311789 54.1299698516352 
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54.1916165142199 54.2058226973597 54.2285309241406 54.2321745800516 
               1                2                1                1 
54.2935085870172 54.3223667092496 54.3404178366026     54.344456515 
               1                4                1                1 
54.3482396833361 54.3935798615399 54.4132826546903 54.4160046899975 
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54.4422576448459 54.5048628524524 54.5052703008632 54.5246804779324 
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54.5337488261877 54.5549851430281 54.5601091202183 54.5824144902728 
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54.5849333886168 54.6398068221467 54.6738306880494 54.6841093682187 
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54.6881738924768 54.7163904245164 54.7372523316475 54.7381717600806 
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 54.748824290548 54.7565841225432 54.7953796794452 54.8181091906849 
               1                3                7               10 
54.8707152101804 54.8710774840905 54.8777957060046 54.8794097588195 
               1               10               20                1 
54.9143955430768 54.9152340908232 54.9282348564697 55.0296958582083 
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55.0539810757041 55.0651154702096 55.0747101494203 55.0816438910984 
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55.0915387545061 55.0998855903962 55.1313555289173 55.1539211434713 
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55.2006062689811 55.2368846673177  55.242110484221 55.2480536913737 
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55.2686819659354 55.2715363243227 55.2879786980336 55.3446004851193 
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55.3463736685259 55.3622284347498  55.363321799308 55.3706245281961 
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55.3781825900136 55.4016620498615 55.4197882589314 55.4431870582491 
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55.4446018671498 55.4458251773646 55.4556664668885 55.4984241456372 
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55.5436330637097 55.5555555555556 55.6012250362661 55.6148377921756 
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55.6229683887939 55.6374290591147 55.6504746227486 55.6606113212226 
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55.6848221134459 55.7401276049529 55.7472830921993 55.7578482053823 
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55.7855954421586  55.786488526102 55.7890423457895 55.8001116002232 
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55.8462273949341 55.8559117118234 55.9136928924745 55.9144713744986 
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55.9290771900544 55.9475867587185 55.9545755769712 55.9581392600285 
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55.9595404905095 55.9684990337723 55.9772548116525 56.0076326764224 
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56.0484991937726 56.0512121024242 56.0801026927498 56.1165583578804 
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 56.129789993955 56.1495636062229 56.1514026253859 56.1543980230818 
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56.1690379579106 56.2214323001773  56.227717712731  56.246512493025 
               1                1                1                5 
           56.25 56.2586765311939 56.2642335114538 56.3014407278815 
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56.3069763602575 56.3343062169995 56.3843408818473  56.401384083045 
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56.4418128836258 56.4730914618079 56.4918485208871 56.5086844459403 
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56.5172098086132 56.5409640509635 56.5535173012317 56.5595838186005 
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56.5627774854166 56.5793320935754 56.6371132742266 56.6447421957344 
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56.6532538023754 56.6848755304606 56.6858276573696 56.7001134002268 
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56.7148279625279  56.759176018352  56.854210389196 56.8549341257473 
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56.9121516941259 56.9760643653519 57.0189289167506 57.0627747006636 
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57.1596943975138 57.1674567274285 57.2581790324871 57.2988749283284 
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57.3313451314403 57.4113810949515 57.4183148366297 57.4602802098166 
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 57.480703065661 57.5029958653667 57.5622203875987 57.5634015387537 
               1                3                1                1 
 57.571543714516 57.5777908952268  57.614631358295 57.7409850471875 
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57.7777777777778 57.7939494038935 57.7975349499086 57.9444960542814 
               1                1                2                1 
57.9505725730097 57.9804385415222 58.0075226261713 58.0085811541639 
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58.0179480671461 58.0770202960524 58.0832822565299 58.1059013357696 
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58.1633421331359 58.1964722112728 58.1995163990328 58.2434300963276 
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58.3177731794862 58.3462457247495 58.3612495349991 58.3713089287713 
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58.4314404432133 58.4572597716624 58.4678588712016 58.5291493163631 
               1               10                1                7 
58.5329002689255 58.5732857762757 58.5743713814759 58.5770652494747 
               1                1                2                1 
58.5791043086244 58.5901171802344 58.6914841649753 58.6983422487555 
               2                6                2                1 
 58.704551002852 58.7120529079768 58.7336884185909 58.7515224617226 
               1                1                3                1 
58.7747111222011 58.8762017367785 58.8903115877072 58.9090692974285 
               1                1                1                1 
58.9129277432109  58.952270551679 59.0469347568234 59.0700614293478 
               2                3                1                2 
59.0754790977037 59.1476355963093 59.1760183520367 59.2035579259396 
               1                1                1                1 
59.2195032046314 59.2357383061874  59.241888897979 59.3429758288088 
               1                2                4                1 
59.3911539385579 59.3971435876756 59.4121723957734 59.4436672744313 
               1                1                1                1 
59.5168042641721 59.5191193069836 59.5201190402381 59.5628046724843 
               3                1                1                1 
59.7199541506521 59.7506863947968 59.8813594321403 59.9075280990799 
               2                1                1                5 
59.9866737715209 59.9923780492722 60.0427647136286 60.0710350584105 
               1                1                1                2 
60.0777568742637 60.0859680622882 60.1752816408859 60.2286918859552 
              12                1                1                5 
60.2403476996303 60.2749176473897 60.2999201097533 60.3581852324995 
               1                1                1                4 
60.3655752766051 60.4170655567117 60.4638672324913 60.4839919357258 
               1                1                4                1 
60.4913973831621 60.5160898903113 60.5269805580933 60.5431210862422 
               1                1                4                1 
60.5716270172306 60.5829783088138 60.5927090760432  60.738421476843 
               1                1                1                1 
 60.739577100456 60.7643598099696  60.820190844534 60.8497911210699 
               1                1                3                1 
60.9068960073404 60.9337218674437 60.9559324464843 61.0307159877959 
               1                1                1                1 
61.0313720627441 61.0830359553346  61.089799598954 61.1144079431016 
               1                2                1                1 
61.2727031905677 61.2915511545309 61.3243226486453 61.3340069655346 
               1                1                2                3 
61.3496932515337 61.4086151579989 61.4464724767737 61.5716261018321 
               1                1                1                4 
61.5975647431005 61.7942642135284 61.8182228099993 61.8229807888187 
               1                7                1                1 
61.8661518009158 61.8711637423275 61.9044457023825 61.9102238204476 
               1                1                2                1 
 62.000124000248 62.1872211486358 62.2222222222222  62.237265302933 
               6                2                1                1 
62.3008246016492 62.3092164153078 62.3360213082645 62.3533630835066 
               1                1                1                1 
62.4036751032082 62.4349635796046 62.4808671492343 62.4833284065923 
               1                1                1                1 
  62.49612499225 62.5739948525109 62.6128227263637  62.649267646497 
               3                1                1               11 
62.6525178831608 62.7086968459651 62.7866544989288 62.8623132246265 
               1                1                1                1 
62.9480597804171 62.9625223081499 63.0629832688237 63.0693143043091 
               2                1                1                1 
 63.074586811331  63.101739106704 63.1674700849402 63.2357241045843 
               1                1                1                3 
63.3380513776638 63.4726269452539 63.5107715527931 63.5944129031115 
               1                1                2                1 
63.6824222867196 63.7715561145408 64.0162570647722 64.0497148762893 
               2                3                5                1 
64.0585281170562 64.2393020323231  64.242858934522 64.3311833498667 
               1                1                2                2 
64.3690252224254 64.3820642479995 64.4007073138113 64.4318085196235 
               3                2                1                1 
64.4370147394868 64.4491288982578 64.5162580647742 64.5406759563519 
               1                1                1                1 
64.5621125952996 64.5649678396131 64.5670025067861 64.7478714312267 
               6                1                1                1 
64.8283418553689 64.8998221073365 65.0350300700601 65.2272788920578 
               1                3                1                2 
65.5429882288336 65.6085968256593   65.60872496745 65.7544556153343 
               2                1                1                1 
65.7894736842105 65.8452929809085 65.8972746516922 66.0356350298499 
               1                1                1                4 
66.0744178631215 66.1323547855373 66.2264300307148 66.2515610745507 
               1                2                1                2 
66.5639201100887 66.6551246537396 66.7927335854672 66.9427145305904 
               4                1                1                1 
 66.988033976068 67.1345092690186 67.3144203431264 67.4028455494928 
               1                1                1                1 
67.4819946791197 68.0218506365527 68.2622268470343 68.3169921027342 
               1                2                1                1 
68.3551367102734 68.9087092459899 68.9665985620603 69.0858524574192 
               3                1                1                2 
69.1075434629003  69.137557629954  69.533447317365 69.7222394444789 
               1                1                1                1 
table(data_clean$MAT_ED)

      <= 12th grade, no diploma Bachelor's, Master's, or higher 
                          29383                           88853 
     High school graduate / GED         Some college, no degree 
                          59994                           69420 
table(data_clean$STATE)

   AK    AL    AR    AZ    CO    DC    DE    GA    HI    IA    IL    IN    KS 
 5338  4602  4546  1640  8520  2554  6166  3993  5619  4436  7471   865  6339 
   KY    LA    MA    MD    ME    MI    MN    MO    MP    MS    MT    ND    NE 
 3940  5081 10115  5217  5712 11077  3597  7347   216  4371  5331  4107  8172 
   NH    NJ    NM    NY    OR    PA    PR    RI    SD    TN    UT    VA    VT 
 3039  7888  7818  5064  7627  7844  5830  5118  6419  1929  9824  6759  6047 
   WA    WI    WV    WY    YC 
 8344  7807  3389  3515  9337 
table(data_clean$INCOME8)

High income ($85,001 or more)      Low income (0 - $40,000) 
                        60973                        107957 
   Middle ($40,001 - $85,000) 
                        53080 
table(data_clean$PNC_VST)

    0     1     2     3     4     5     6     7     8     9    10    11    12 
 3504  1253  2039  2846  4105  5992  8130 10222 15324 18055 32468 27039 36332 
   13    14    15    16    17    18    19    20    21    22    23    24    25 
23637 17898 12546  6572  3795  2877  1679  2350   858   670   477   387   413 
   26    27    28    29    30    31    32    33    34    35    36    37    38 
  203   154   153    89   226    39    52    40    32    40    32    24    25 
   39    40    41    42    43    44    45    46    47    48    49    50    51 
   30    60    12     7     5     2     3     3     5     5     8    10     1 
   53    54    56    58    60    64    66    88    90    94 
    1     1     1     3     4     1     1     1     1     1 
table(data_clean$MAT_RACE_PU)

                American Indian                           Asian 
                           8693                           16210 
                          Black Hawaiian/Other Pacific Islander 
                          43561                            1326 
            Other/Multiple Race                           White 
                          25898                          140667 

6 Results

7 Descriptive Statistics

#specifying continuous and categorical variables
# List of continuous variables
cont_vars <- c("MAT_AGE_PU", "MOM_BMI")

# List of categorical variables
cat_vars <- c("PRE_VIT_RAW", "VPP_VIT_RAW", "GRAM_NAPHSIS", "LBW", "PRE_LB_NAPHSIS", "MAT_ED", "STATE", "INCOME8", "PNC_VST", "MAT_RACE_PU")

7.1 Descriptive Table - ALL

# descriptive tables
table1 <- CreateTableOne(vars = c(cont_vars, cat_vars), data = data_clean)
print(table1, showAllLevels = TRUE)
                        
                         level                           Overall       
  n                                                      249970        
  MAT_AGE_PU (mean (SD))                                  29.30 (5.76) 
  MOM_BMI (mean (SD))                                     27.11 (6.89) 
  PRE_VIT_RAW (%)        0                               110466 (63.8) 
                         1                                62669 (36.2) 
  VPP_VIT_RAW (%)        0                                96628 (44.4) 
                         1                               121177 (55.6) 
  GRAM_NAPHSIS (%)       0                                 8491 ( 3.4) 
                         1                                44367 (17.8) 
                         2                               180131 (72.1) 
                         3                                16702 ( 6.7) 
  LBW (%)                0                               196833 (78.8) 
                         1                                52858 (21.2) 
  PRE_LB_NAPHSIS (%)     0                                98325 (39.4) 
                         1                                78077 (31.3) 
                         2                                73021 (29.3) 
  MAT_ED (%)             <= 12th grade, no diploma        29383 (11.9) 
                         Bachelor's, Master's, or higher  88853 (35.9) 
                         High school graduate / GED       59994 (24.2) 
                         Some college, no degree          69420 (28.0) 
  STATE (%)              AK                                5338 ( 2.1) 
                         AL                                4602 ( 1.8) 
                         AR                                4546 ( 1.8) 
                         AZ                                1640 ( 0.7) 
                         CO                                8520 ( 3.4) 
                         DC                                2554 ( 1.0) 
                         DE                                6166 ( 2.5) 
                         GA                                3993 ( 1.6) 
                         HI                                5619 ( 2.2) 
                         IA                                4436 ( 1.8) 
                         IL                                7471 ( 3.0) 
                         IN                                 865 ( 0.3) 
                         KS                                6339 ( 2.5) 
                         KY                                3940 ( 1.6) 
                         LA                                5081 ( 2.0) 
                         MA                               10115 ( 4.0) 
                         MD                                5217 ( 2.1) 
                         ME                                5712 ( 2.3) 
                         MI                               11077 ( 4.4) 
                         MN                                3597 ( 1.4) 
                         MO                                7347 ( 2.9) 
                         MP                                 216 ( 0.1) 
                         MS                                4371 ( 1.7) 
                         MT                                5331 ( 2.1) 
                         ND                                4107 ( 1.6) 
                         NE                                8172 ( 3.3) 
                         NH                                3039 ( 1.2) 
                         NJ                                7888 ( 3.2) 
                         NM                                7818 ( 3.1) 
                         NY                                5064 ( 2.0) 
                         OR                                7627 ( 3.1) 
                         PA                                7844 ( 3.1) 
                         PR                                5830 ( 2.3) 
                         RI                                5118 ( 2.0) 
                         SD                                6419 ( 2.6) 
                         TN                                1929 ( 0.8) 
                         UT                                9824 ( 3.9) 
                         VA                                6759 ( 2.7) 
                         VT                                6047 ( 2.4) 
                         WA                                8344 ( 3.3) 
                         WI                                7807 ( 3.1) 
                         WV                                3389 ( 1.4) 
                         WY                                3515 ( 1.4) 
                         YC                                9337 ( 3.7) 
  INCOME8 (%)            High income ($85,001 or more)    60973 (27.5) 
                         Low income (0 - $40,000)        107957 (48.6) 
                         Middle ($40,001 - $85,000)       53080 (23.9) 
  PNC_VST (%)            0                                 3504 ( 1.4) 
                         1                                 1253 ( 0.5) 
                         2                                 2039 ( 0.8) 
                         3                                 2846 ( 1.2) 
                         4                                 4105 ( 1.7) 
                         5                                 5992 ( 2.5) 
                         6                                 8130 ( 3.3) 
                         7                                10222 ( 4.2) 
                         8                                15324 ( 6.3) 
                         9                                18055 ( 7.4) 
                         10                               32468 (13.4) 
                         11                               27039 (11.1) 
                         12                               36332 (15.0) 
                         13                               23637 ( 9.7) 
                         14                               17898 ( 7.4) 
                         15                               12546 ( 5.2) 
                         16                                6572 ( 2.7) 
                         17                                3795 ( 1.6) 
                         18                                2877 ( 1.2) 
                         19                                1679 ( 0.7) 
                         20                                2350 ( 1.0) 
                         21                                 858 ( 0.4) 
                         22                                 670 ( 0.3) 
                         23                                 477 ( 0.2) 
                         24                                 387 ( 0.2) 
                         25                                 413 ( 0.2) 
                         26                                 203 ( 0.1) 
                         27                                 154 ( 0.1) 
                         28                                 153 ( 0.1) 
                         29                                  89 ( 0.0) 
                         30                                 226 ( 0.1) 
                         31                                  39 ( 0.0) 
                         32                                  52 ( 0.0) 
                         33                                  40 ( 0.0) 
                         34                                  32 ( 0.0) 
                         35                                  40 ( 0.0) 
                         36                                  32 ( 0.0) 
                         37                                  24 ( 0.0) 
                         38                                  25 ( 0.0) 
                         39                                  30 ( 0.0) 
                         40                                  60 ( 0.0) 
                         41                                  12 ( 0.0) 
                         42                                   7 ( 0.0) 
                         43                                   5 ( 0.0) 
                         44                                   2 ( 0.0) 
                         45                                   3 ( 0.0) 
                         46                                   3 ( 0.0) 
                         47                                   5 ( 0.0) 
                         48                                   5 ( 0.0) 
                         49                                   8 ( 0.0) 
                         50                                  10 ( 0.0) 
                         51                                   1 ( 0.0) 
                         53                                   1 ( 0.0) 
                         54                                   1 ( 0.0) 
                         56                                   1 ( 0.0) 
                         58                                   3 ( 0.0) 
                         60                                   4 ( 0.0) 
                         64                                   1 ( 0.0) 
                         66                                   1 ( 0.0) 
                         88                                   1 ( 0.0) 
                         90                                   1 ( 0.0) 
                         94                                   1 ( 0.0) 
  MAT_RACE_PU (%)        American Indian                   8693 ( 3.7) 
                         Asian                            16210 ( 6.9) 
                         Black                            43561 (18.4) 
                         Hawaiian/Other Pacific Islander   1326 ( 0.6) 
                         Other/Multiple Race              25898 (11.0) 
                         White                           140667 (59.5) 
#summary(table1, showAllLevels = TRUE)

The sample consists mostly of low-income, white women, with about 36% reporting pre-pregnancy folic intake and about 56% reporting pregnancy folic intake. The population had an average count of prenatal care visits. The population had a higher BMI, were around the average age to have a baby, most were nulliparous, with about 1/5 having a low birth weight baby. Most participants have completed higher education. Massachusetts and Michigan are the most represented out of the states in the population.

7.2 Descriptive Table - vlbw, lbw, nbw, mac

#specifying continuous and categorical variables
# List of continuous variables
cont_vars1 <- c("MAT_AGE_PU", "MOM_BMI")

# List of categorical variables
cat_vars1 <- c("PRE_VIT_RAW", "VPP_VIT_RAW", "PRE_LB_NAPHSIS", "MAT_ED", "STATE", "INCOME8", "PNC_VST", "MAT_RACE_PU")
## cleaning data
data_clean_filtered <- data_clean %>%
  filter(complete.cases(select(., c(cont_vars1, cat_vars1))))
Warning: There were 2 warnings in `filter()`.
The first warning was:
ℹ In argument: `complete.cases(select(., c(cont_vars1, cat_vars1)))`.
Caused by warning:
! Using an external vector in selections was deprecated in tidyselect 1.1.0.
ℹ Please use `all_of()` or `any_of()` instead.
  # Was:
  data %>% select(cont_vars1)

  # Now:
  data %>% select(all_of(cont_vars1))

See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
ℹ Run `dplyr::last_dplyr_warnings()` to see the 1 remaining warning.
# Variables to include in the descriptive table - lbw, vlbw, nbw, mac
# Create stratified descriptive table
table2 <- CreateTableOne(vars = c(cont_vars1, cat_vars1), strata = "GRAM_NAPHSIS", data = data_clean)
print(table2, showAllLevels = TRUE)
                        Stratified by GRAM_NAPHSIS
                         level                           0            
  n                                                       8491        
  MAT_AGE_PU (mean (SD))                                 29.46 (6.13) 
  MOM_BMI (mean (SD))                                    28.67 (7.63) 
  PRE_VIT_RAW (%)        0                                3785 (62.1) 
                         1                                2313 (37.9) 
  VPP_VIT_RAW (%)        0                                3349 (45.9) 
                         1                                3955 (54.1) 
  PRE_LB_NAPHSIS (%)     0                                4079 (48.3) 
                         1                                2146 (25.4) 
                         2                                2222 (26.3) 
  MAT_ED (%)             <= 12th grade, no diploma        1014 (12.1) 
                         Bachelor's, Master's, or higher  2444 (29.2) 
                         High school graduate / GED       2371 (28.3) 
                         Some college, no degree          2538 (30.3) 
  STATE (%)              AK                                237 ( 2.8) 
                         AL                                 61 ( 0.7) 
                         AR                                283 ( 3.3) 
                         AZ                                 14 ( 0.2) 
                         CO                                155 ( 1.8) 
                         DC                                156 ( 1.8) 
                         DE                                261 ( 3.1) 
                         GA                                254 ( 3.0) 
                         HI                                186 ( 2.2) 
                         IA                                 61 ( 0.7) 
                         IL                                340 ( 4.0) 
                         IN                                 14 ( 0.2) 
                         KS                                487 ( 5.7) 
                         KY                                 63 ( 0.7) 
                         LA                                103 ( 1.2) 
                         MA                                117 ( 1.4) 
                         MD                                329 ( 3.9) 
                         ME                                292 ( 3.4) 
                         MI                                366 ( 4.3) 
                         MN                                 40 ( 0.5) 
                         MO                                371 ( 4.4) 
                         MP                                  2 ( 0.0) 
                         MS                                362 ( 4.3) 
                         MT                                 37 ( 0.4) 
                         ND                                 53 ( 0.6) 
                         NE                                 89 ( 1.0) 
                         NH                                151 ( 1.8) 
                         NJ                                 81 ( 1.0) 
                         NM                                 96 ( 1.1) 
                         NY                                373 ( 4.4) 
                         OR                                 81 ( 1.0) 
                         PA                                425 ( 5.0) 
                         PR                                317 ( 3.7) 
                         RI                                284 ( 3.3) 
                         SD                                 58 ( 0.7) 
                         TN                                133 ( 1.6) 
                         UT                                457 ( 5.4) 
                         VA                                131 ( 1.5) 
                         VT                                219 ( 2.6) 
                         WA                                 69 ( 0.8) 
                         WI                                117 ( 1.4) 
                         WV                                204 ( 2.4) 
                         WY                                118 ( 1.4) 
                         YC                                444 ( 5.2) 
  INCOME8 (%)            High income ($85,001 or more)    1520 (20.3) 
                         Low income (0 - $40,000)         4213 (56.2) 
                         Middle ($40,001 - $85,000)       1758 (23.5) 
  PNC_VST (%)            0                                 406 ( 5.1) 
                         1                                 146 ( 1.8) 
                         2                                 290 ( 3.7) 
                         3                                 460 ( 5.8) 
                         4                                 743 ( 9.4) 
                         5                                 968 (12.2) 
                         6                                1024 (12.9) 
                         7                                 734 ( 9.2) 
                         8                                 766 ( 9.7) 
                         9                                 446 ( 5.6) 
                         10                                666 ( 8.4) 
                         11                                199 ( 2.5) 
                         12                                326 ( 4.1) 
                         13                                124 ( 1.6) 
                         14                                136 ( 1.7) 
                         15                                166 ( 2.1) 
                         16                                 71 ( 0.9) 
                         17                                 51 ( 0.6) 
                         18                                 37 ( 0.5) 
                         19                                 20 ( 0.3) 
                         20                                 54 ( 0.7) 
                         21                                 16 ( 0.2) 
                         22                                 10 ( 0.1) 
                         23                                  7 ( 0.1) 
                         24                                 11 ( 0.1) 
                         25                                 15 ( 0.2) 
                         26                                  5 ( 0.1) 
                         27                                  2 ( 0.0) 
                         28                                  4 ( 0.1) 
                         29                                  3 ( 0.0) 
                         30                                 10 ( 0.1) 
                         31                                  5 ( 0.1) 
                         32                                  2 ( 0.0) 
                         33                                  1 ( 0.0) 
                         34                                  1 ( 0.0) 
                         35                                  0 ( 0.0) 
                         36                                  2 ( 0.0) 
                         37                                  0 ( 0.0) 
                         38                                  0 ( 0.0) 
                         39                                  0 ( 0.0) 
                         40                                  4 ( 0.1) 
                         41                                  0 ( 0.0) 
                         42                                  0 ( 0.0) 
                         43                                  1 ( 0.0) 
                         44                                  1 ( 0.0) 
                         45                                  0 ( 0.0) 
                         46                                  0 ( 0.0) 
                         47                                  1 ( 0.0) 
                         48                                  0 ( 0.0) 
                         49                                  1 ( 0.0) 
                         50                                  0 ( 0.0) 
                         51                                  0 ( 0.0) 
                         53                                  0 ( 0.0) 
                         54                                  0 ( 0.0) 
                         56                                  0 ( 0.0) 
                         58                                  0 ( 0.0) 
                         60                                  0 ( 0.0) 
                         64                                  0 ( 0.0) 
                         66                                  0 ( 0.0) 
                         88                                  1 ( 0.0) 
                         90                                  0 ( 0.0) 
                         94                                  0 ( 0.0) 
  MAT_RACE_PU (%)        American Indian                   127 ( 1.6) 
                         Asian                             420 ( 5.3) 
                         Black                            2339 (29.4) 
                         Hawaiian/Other Pacific Islander    30 ( 0.4) 
                         Other/Multiple Race               746 ( 9.4) 
                         White                            4297 (54.0) 
                        Stratified by GRAM_NAPHSIS
                         1             2              3             p      test
  n                      44367         180131         16702                    
  MAT_AGE_PU (mean (SD)) 29.27 (6.06)   29.23 (5.70)  30.09 (5.35)  <0.001     
  MOM_BMI (mean (SD))    26.83 (7.15)   26.95 (6.73)  28.79 (7.17)  <0.001     
  PRE_VIT_RAW (%)        19583 (63.0)   79215 (64.1)   7745 (64.3)  <0.001     
                         11522 (37.0)   44461 (35.9)   4298 (35.7)             
  VPP_VIT_RAW (%)        17497 (46.0)   68999 (43.9)   6659 (44.5)  <0.001     
                         20560 (54.0)   88265 (56.1)   8295 (55.5)             
  PRE_LB_NAPHSIS (%)     19350 (43.7)   69783 (38.8)   5019 (30.1)  <0.001     
                         12263 (27.7)   57679 (32.1)   5908 (35.4)             
                         12651 (28.6)   52341 (29.1)   5745 (34.5)             
  MAT_ED (%)              5680 (12.9)   21092 (11.8)   1569 ( 9.5)  <0.001     
                         13852 (31.5)   65588 (36.7)   6866 (41.4)             
                         11768 (26.8)   42337 (23.7)   3472 (21.0)             
                         12641 (28.8)   49522 (27.7)   4659 (28.1)             
  STATE (%)               1184 ( 2.7)    3301 ( 1.8)    603 ( 3.6)  <0.001     
                           367 ( 0.8)    3885 ( 2.2)    288 ( 1.7)             
                          1427 ( 3.2)    2652 ( 1.5)    179 ( 1.1)             
                            83 ( 0.2)    1426 ( 0.8)    117 ( 0.7)             
                          1048 ( 2.4)    6919 ( 3.8)    383 ( 2.3)             
                           768 ( 1.7)    1522 ( 0.8)    108 ( 0.6)             
                          1340 ( 3.0)    4152 ( 2.3)    412 ( 2.5)             
                           766 ( 1.7)    2790 ( 1.5)    181 ( 1.1)             
                          1013 ( 2.3)    4124 ( 2.3)    296 ( 1.8)             
                           270 ( 0.6)    3707 ( 2.1)    398 ( 2.4)             
                          1688 ( 3.8)    4998 ( 2.8)    443 ( 2.7)             
                            65 ( 0.1)     733 ( 0.4)     53 ( 0.3)             
                          2314 ( 5.2)    3202 ( 1.8)    328 ( 2.0)             
                           290 ( 0.7)    3313 ( 1.8)    274 ( 1.6)             
                           467 ( 1.1)    4215 ( 2.3)    296 ( 1.8)             
                           611 ( 1.4)    8611 ( 4.8)    747 ( 4.5)             
                          1502 ( 3.4)    3049 ( 1.7)    337 ( 2.0)             
                          1780 ( 4.0)    3208 ( 1.8)    425 ( 2.5)             
                          1795 ( 4.0)    8215 ( 4.6)    699 ( 4.2)             
                           197 ( 0.4)    2952 ( 1.6)    407 ( 2.4)             
                          1793 ( 4.0)    4723 ( 2.6)    454 ( 2.7)             
                            20 ( 0.0)     187 ( 0.1)      7 ( 0.0)             
                          1731 ( 3.9)    2153 ( 1.2)    124 ( 0.7)             
                           302 ( 0.7)    4529 ( 2.5)    462 ( 2.8)             
                           228 ( 0.5)    3383 ( 1.9)    441 ( 2.6)             
                           527 ( 1.2)    6958 ( 3.9)    596 ( 3.6)             
                           970 ( 2.2)    1665 ( 0.9)    250 ( 1.5)             
                           528 ( 1.2)    6724 ( 3.7)    549 ( 3.3)             
                           519 ( 1.2)    6749 ( 3.7)    451 ( 2.7)             
                          1908 ( 4.3)    2447 ( 1.4)    307 ( 1.8)             
                           419 ( 0.9)    6476 ( 3.6)    651 ( 3.9)             
                          2072 ( 4.7)    4744 ( 2.6)    500 ( 3.0)             
                          2261 ( 5.1)    3108 ( 1.7)    137 ( 0.8)             
                          1394 ( 3.1)    3104 ( 1.7)    335 ( 2.0)             
                           332 ( 0.7)    5434 ( 3.0)    593 ( 3.6)             
                           780 ( 1.8)     941 ( 0.5)     75 ( 0.4)             
                          2435 ( 5.5)    6468 ( 3.6)    464 ( 2.8)             
                           581 ( 1.3)    5472 ( 3.0)    575 ( 3.4)             
                          1086 ( 2.4)    4175 ( 2.3)    554 ( 3.3)             
                           449 ( 1.0)    6973 ( 3.9)    843 ( 5.0)             
                           600 ( 1.4)    6518 ( 3.6)    572 ( 3.4)             
                          1223 ( 2.8)    1776 ( 1.0)    186 ( 1.1)             
                          1031 ( 2.3)    2207 ( 1.2)    155 ( 0.9)             
                          2203 ( 5.0)    6243 ( 3.5)    447 ( 2.7)             
  INCOME8 (%)             9113 (23.3)   45400 (28.4)   4872 (32.0)  <0.001     
                         21536 (55.1)   75938 (47.5)   6159 (40.4)             
                          8448 (21.6)   38579 (24.1)   4217 (27.7)             
  PNC_VST (%)             1055 ( 2.5)    1903 ( 1.1)    124 ( 0.8)  <0.001     
                           356 ( 0.8)     697 ( 0.4)     52 ( 0.3)             
                           542 ( 1.3)    1133 ( 0.6)     70 ( 0.4)             
                           717 ( 1.7)    1555 ( 0.9)    111 ( 0.7)             
                          1004 ( 2.4)    2217 ( 1.3)    136 ( 0.8)             
                          1563 ( 3.7)    3227 ( 1.8)    224 ( 1.4)             
                          2319 ( 5.4)    4435 ( 2.5)    344 ( 2.1)             
                          2896 ( 6.8)    6174 ( 3.5)    407 ( 2.5)             
                          4064 ( 9.5)    9771 ( 5.6)    707 ( 4.3)             
                          3935 ( 9.2)   12664 ( 7.2)   1002 ( 6.1)             
                          6080 (14.3)   23817 (13.6)   1891 (11.6)             
                          3675 ( 8.6)   21282 (12.1)   1868 (11.4)             
                          4547 (10.7)   28684 (16.3)   2753 (16.8)             
                          2400 ( 5.6)   18975 (10.8)   2088 (12.8)             
                          1950 ( 4.6)   14152 ( 8.1)   1646 (10.1)             
                          1691 ( 4.0)    9522 ( 5.4)   1159 ( 7.1)             
                           921 ( 2.2)    4997 ( 2.8)    582 ( 3.6)             
                           573 ( 1.3)    2849 ( 1.6)    322 ( 2.0)             
                           486 ( 1.1)    2089 ( 1.2)    263 ( 1.6)             
                           299 ( 0.7)    1230 ( 0.7)    129 ( 0.8)             
                           572 ( 1.3)    1549 ( 0.9)    175 ( 1.1)             
                           176 ( 0.4)     608 ( 0.3)     58 ( 0.4)             
                           130 ( 0.3)     476 ( 0.3)     53 ( 0.3)             
                           102 ( 0.2)     333 ( 0.2)     35 ( 0.2)             
                            82 ( 0.2)     258 ( 0.1)     36 ( 0.2)             
                           111 ( 0.3)     267 ( 0.2)     20 ( 0.1)             
                            46 ( 0.1)     127 ( 0.1)     24 ( 0.1)             
                            40 ( 0.1)      99 ( 0.1)     13 ( 0.1)             
                            34 ( 0.1)     105 ( 0.1)     10 ( 0.1)             
                            23 ( 0.1)      54 ( 0.0)      9 ( 0.1)             
                            89 ( 0.2)     116 ( 0.1)     11 ( 0.1)             
                             7 ( 0.0)      26 ( 0.0)      1 ( 0.0)             
                            16 ( 0.0)      33 ( 0.0)      1 ( 0.0)             
                             7 ( 0.0)      28 ( 0.0)      4 ( 0.0)             
                             8 ( 0.0)      22 ( 0.0)      1 ( 0.0)             
                            13 ( 0.0)      25 ( 0.0)      2 ( 0.0)             
                             8 ( 0.0)      18 ( 0.0)      4 ( 0.0)             
                             8 ( 0.0)      16 ( 0.0)      0 ( 0.0)             
                             5 ( 0.0)      19 ( 0.0)      1 ( 0.0)             
                             8 ( 0.0)      21 ( 0.0)      1 ( 0.0)             
                            28 ( 0.1)      24 ( 0.0)      4 ( 0.0)             
                             4 ( 0.0)       6 ( 0.0)      2 ( 0.0)             
                             4 ( 0.0)       3 ( 0.0)      0 ( 0.0)             
                             2 ( 0.0)       2 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       3 ( 0.0)      0 ( 0.0)             
                             2 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             2 ( 0.0)       2 ( 0.0)      0 ( 0.0)             
                             4 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             3 ( 0.0)       3 ( 0.0)      1 ( 0.0)             
                             4 ( 0.0)       6 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       0 ( 0.0)      1 ( 0.0)             
                             1 ( 0.0)       0 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             2 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             3 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       0 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
                             0 ( 0.0)       1 ( 0.0)      0 ( 0.0)             
  MAT_RACE_PU (%)          620 ( 1.5)    6881 ( 4.0)   1061 ( 6.9)  <0.001     
                          2687 ( 6.4)   12530 ( 7.3)    567 ( 3.7)             
                          9001 (21.6)   30470 (17.8)   1722 (11.2)             
                           162 ( 0.4)    1027 ( 0.6)    107 ( 0.7)             
                          3880 ( 9.3)   19564 (11.4)   1696 (11.0)             
                         25389 (60.8)  100555 (58.8)  10260 (66.6)             
# summary(table2)

There is a significant difference in maternal age, BMI, pre-pregnancy folic intake, pregnancy folic intake, parity, maternal education, state, income, prenatal care visit count, and race between the different categories of birth weight (very low birth weight, low birth weight, normal birth weight, and macrasomia).

7.3 Descriptive Table - yes lbw, no lbw

# Variables to include in the descriptive table - lbw, not lbw
# Create stratified descriptive table
table3 <- CreateTableOne(vars = c(cont_vars1, cat_vars1), strata = "LBW", data = data_clean)
print(table3, showAllLevels = TRUE)
                        Stratified by LBW
                         level                           0             
  n                                                      196833        
  MAT_AGE_PU (mean (SD))                                  29.30 (5.68) 
  MOM_BMI (mean (SD))                                     27.11 (6.78) 
  PRE_VIT_RAW (%)        0                                86960 (64.1) 
                         1                                48759 (35.9) 
  VPP_VIT_RAW (%)        0                                75658 (43.9) 
                         1                                96560 (56.1) 
  PRE_LB_NAPHSIS (%)     0                                74802 (38.1) 
                         1                                63587 (32.4) 
                         2                                58086 (29.6) 
  MAT_ED (%)             <= 12th grade, no diploma        22661 (11.6) 
                         Bachelor's, Master's, or higher  72454 (37.1) 
                         High school graduate / GED       45809 (23.5) 
                         Some college, no degree          54181 (27.8) 
  STATE (%)              AK                                3904 ( 2.0) 
                         AL                                4173 ( 2.1) 
                         AR                                2831 ( 1.4) 
                         AZ                                1543 ( 0.8) 
                         CO                                7302 ( 3.7) 
                         DC                                1630 ( 0.8) 
                         DE                                4564 ( 2.3) 
                         GA                                2971 ( 1.5) 
                         HI                                4420 ( 2.2) 
                         IA                                4105 ( 2.1) 
                         IL                                5441 ( 2.8) 
                         IN                                 786 ( 0.4) 
                         KS                                3530 ( 1.8) 
                         KY                                3587 ( 1.8) 
                         LA                                4511 ( 2.3) 
                         MA                                9358 ( 4.8) 
                         MD                                3386 ( 1.7) 
                         ME                                3633 ( 1.8) 
                         MI                                8914 ( 4.5) 
                         MN                                3359 ( 1.7) 
                         MO                                5177 ( 2.6) 
                         MP                                 194 ( 0.1) 
                         MS                                2277 ( 1.2) 
                         MT                                4991 ( 2.5) 
                         ND                                3824 ( 1.9) 
                         NE                                7554 ( 3.8) 
                         NH                                1915 ( 1.0) 
                         NJ                                7273 ( 3.7) 
                         NM                                7200 ( 3.7) 
                         NY                                2754 ( 1.4) 
                         OR                                7127 ( 3.6) 
                         PA                                5244 ( 2.7) 
                         PR                                3245 ( 1.6) 
                         RI                                3439 ( 1.7) 
                         SD                                6027 ( 3.1) 
                         TN                                1016 ( 0.5) 
                         UT                                6932 ( 3.5) 
                         VA                                6047 ( 3.1) 
                         VT                                4729 ( 2.4) 
                         WA                                7816 ( 4.0) 
                         WI                                7090 ( 3.6) 
                         WV                                1962 ( 1.0) 
                         WY                                2362 ( 1.2) 
                         YC                                6690 ( 3.4) 
  INCOME8 (%)            High income ($85,001 or more)    50272 (28.7) 
                         Low income (0 - $40,000)         82097 (46.9) 
                         Middle ($40,001 - $85,000)       42796 (24.4) 
  PNC_VST (%)            0                                 2027 ( 1.1) 
                         1                                  749 ( 0.4) 
                         2                                 1203 ( 0.6) 
                         3                                 1666 ( 0.9) 
                         4                                 2353 ( 1.2) 
                         5                                 3451 ( 1.8) 
                         6                                 4779 ( 2.5) 
                         7                                 6581 ( 3.4) 
                         8                                10478 ( 5.5) 
                         9                                13666 ( 7.1) 
                         10                               25708 (13.4) 
                         11                               23150 (12.1) 
                         12                               31437 (16.4) 
                         13                               21063 (11.0) 
                         14                               15798 ( 8.2) 
                         15                               10681 ( 5.6) 
                         16                                5579 ( 2.9) 
                         17                                3171 ( 1.7) 
                         18                                2352 ( 1.2) 
                         19                                1359 ( 0.7) 
                         20                                1724 ( 0.9) 
                         21                                 666 ( 0.3) 
                         22                                 529 ( 0.3) 
                         23                                 368 ( 0.2) 
                         24                                 294 ( 0.2) 
                         25                                 287 ( 0.1) 
                         26                                 151 ( 0.1) 
                         27                                 112 ( 0.1) 
                         28                                 115 ( 0.1) 
                         29                                  63 ( 0.0) 
                         30                                 127 ( 0.1) 
                         31                                  27 ( 0.0) 
                         32                                  34 ( 0.0) 
                         33                                  32 ( 0.0) 
                         34                                  23 ( 0.0) 
                         35                                  27 ( 0.0) 
                         36                                  22 ( 0.0) 
                         37                                  16 ( 0.0) 
                         38                                  20 ( 0.0) 
                         39                                  22 ( 0.0) 
                         40                                  28 ( 0.0) 
                         41                                   8 ( 0.0) 
                         42                                   3 ( 0.0) 
                         43                                   2 ( 0.0) 
                         44                                   1 ( 0.0) 
                         45                                   3 ( 0.0) 
                         46                                   1 ( 0.0) 
                         47                                   2 ( 0.0) 
                         48                                   1 ( 0.0) 
                         49                                   4 ( 0.0) 
                         50                                   6 ( 0.0) 
                         51                                   1 ( 0.0) 
                         53                                   0 ( 0.0) 
                         54                                   1 ( 0.0) 
                         56                                   1 ( 0.0) 
                         58                                   1 ( 0.0) 
                         60                                   1 ( 0.0) 
                         64                                   1 ( 0.0) 
                         66                                   1 ( 0.0) 
                         88                                   0 ( 0.0) 
                         90                                   1 ( 0.0) 
                         94                                   1 ( 0.0) 
  MAT_RACE_PU (%)        American Indian                   7942 ( 4.3) 
                         Asian                            13097 ( 7.0) 
                         Black                            32192 (17.3) 
                         Hawaiian/Other Pacific Islander   1134 ( 0.6) 
                         Other/Multiple Race              21260 (11.4) 
                         White                           110815 (59.4) 
                        Stratified by LBW
                         1             p      test
  n                      52858                    
  MAT_AGE_PU (mean (SD)) 29.30 (6.07)   0.962     
  MOM_BMI (mean (SD))    27.12 (7.26)   0.716     
  PRE_VIT_RAW (%)        23368 (62.8)  <0.001     
                         13835 (37.2)             
  VPP_VIT_RAW (%)        20846 (46.0)  <0.001     
                         24515 (54.0)             
  PRE_LB_NAPHSIS (%)     23429 (44.4)  <0.001     
                         14409 (27.3)             
                         14873 (28.2)             
  MAT_ED (%)              6694 (12.8)  <0.001     
                         16296 (31.2)             
                         14139 (27.0)             
                         15179 (29.0)             
  STATE (%)               1421 ( 2.7)  <0.001     
                           428 ( 0.8)             
                          1710 ( 3.2)             
                            97 ( 0.2)             
                          1203 ( 2.3)             
                           924 ( 1.7)             
                          1601 ( 3.0)             
                          1020 ( 1.9)             
                          1199 ( 2.3)             
                           331 ( 0.6)             
                          2028 ( 3.8)             
                            79 ( 0.1)             
                          2801 ( 5.3)             
                           353 ( 0.7)             
                           570 ( 1.1)             
                           728 ( 1.4)             
                          1831 ( 3.5)             
                          2072 ( 3.9)             
                          2161 ( 4.1)             
                           237 ( 0.4)             
                          2164 ( 4.1)             
                            22 ( 0.0)             
                          2093 ( 4.0)             
                           339 ( 0.6)             
                           281 ( 0.5)             
                           616 ( 1.2)             
                          1121 ( 2.1)             
                           609 ( 1.2)             
                           615 ( 1.2)             
                          2281 ( 4.3)             
                           500 ( 0.9)             
                          2497 ( 4.7)             
                          2578 ( 4.9)             
                          1678 ( 3.2)             
                           390 ( 0.7)             
                           913 ( 1.7)             
                          2892 ( 5.5)             
                           712 ( 1.3)             
                          1305 ( 2.5)             
                           518 ( 1.0)             
                           717 ( 1.4)             
                          1427 ( 2.7)             
                          1149 ( 2.2)             
                          2647 ( 5.0)             
  INCOME8 (%)            10633 (22.8)  <0.001     
                         25749 (55.3)             
                         10206 (21.9)             
  PNC_VST (%)             1461 ( 2.9)  <0.001     
                           502 ( 1.0)             
                           832 ( 1.6)             
                          1177 ( 2.3)             
                          1747 ( 3.5)             
                          2531 ( 5.0)             
                          3343 ( 6.6)             
                          3630 ( 7.2)             
                          4830 ( 9.6)             
                          4381 ( 8.7)             
                          6746 (13.3)             
                          3874 ( 7.7)             
                          4873 ( 9.6)             
                          2524 ( 5.0)             
                          2086 ( 4.1)             
                          1857 ( 3.7)             
                           992 ( 2.0)             
                           624 ( 1.2)             
                           523 ( 1.0)             
                           319 ( 0.6)             
                           626 ( 1.2)             
                           192 ( 0.4)             
                           140 ( 0.3)             
                           109 ( 0.2)             
                            93 ( 0.2)             
                           126 ( 0.2)             
                            51 ( 0.1)             
                            42 ( 0.1)             
                            38 ( 0.1)             
                            26 ( 0.1)             
                            99 ( 0.2)             
                            12 ( 0.0)             
                            18 ( 0.0)             
                             8 ( 0.0)             
                             9 ( 0.0)             
                            13 ( 0.0)             
                            10 ( 0.0)             
                             8 ( 0.0)             
                             5 ( 0.0)             
                             8 ( 0.0)             
                            32 ( 0.1)             
                             4 ( 0.0)             
                             4 ( 0.0)             
                             3 ( 0.0)             
                             1 ( 0.0)             
                             0 ( 0.0)             
                             2 ( 0.0)             
                             3 ( 0.0)             
                             4 ( 0.0)             
                             4 ( 0.0)             
                             4 ( 0.0)             
                             0 ( 0.0)             
                             1 ( 0.0)             
                             0 ( 0.0)             
                             0 ( 0.0)             
                             2 ( 0.0)             
                             3 ( 0.0)             
                             0 ( 0.0)             
                             0 ( 0.0)             
                             1 ( 0.0)             
                             0 ( 0.0)             
                             0 ( 0.0)             
  MAT_RACE_PU (%)          747 ( 1.5)  <0.001     
                          3107 ( 6.3)             
                         11340 (22.8)             
                           192 ( 0.4)             
                          4626 ( 9.3)             
                         29686 (59.7)             
#summary(table3)

There is a significant difference in pre-pregnancy folic intake, pregnancy folic intake, parity, maternal education, state, income, prenatal care visit count, and race between low birth weight.

8 2x2 Tables

# 2x2 tables
addmargins(table(data_clean$PRE_VIT_RAW, data_clean$LBW,
                 dnn = c("Pre-pregnancy Folic Intake",
                         "LBW")))
                          LBW
Pre-pregnancy Folic Intake      0      1    Sum
                       0    86960  23368 110328
                       1    48759  13835  62594
                       Sum 135719  37203 172922
addmargins(table(data_clean$VPP_VIT_RAW, data_clean$LBW,
                 dnn = c("Pre-pregnancy Folic Intake",
                         "LBW")))
                          LBW
Pre-pregnancy Folic Intake      0      1    Sum
                       0    75658  20846  96504
                       1    96560  24515 121075
                       Sum 172218  45361 217579

For Pre-pregnancy- 86960 individuals who did not have low birth weight and did not have pre-pregnancy folic intake. 23368 individuals who had low birth weight and did not have pre-pregnancy folic intake. 48759 individuals who did not have low birth weight and had pre-pregnancy folic intake. 13835 individuals who had low birth weight and had pre-pregnancy folic intake.

For pregnancy- 75658 individuals who did not have low birth weight and did not have folic intake during pregnancy. 20846 individuals who had low birth weight and did not have folic intake during pregnancy. 96560 individuals who did not have low birth weight and have folic intake during pregnancy. 24515 individuals who had low birth weight and have folic intake during pregnancy.

# For PRE_VIT_RAW vs. LBW
chisq.test(table(data_clean$PRE_VIT_RAW, data_clean$LBW))

    Pearson's Chi-squared test with Yates' continuity correction

data:  table(data_clean$PRE_VIT_RAW, data_clean$LBW)
X-squared = 20.063, df = 1, p-value = 7.494e-06
# For VPP_VIT_RAW vs. LBW
chisq.test(table(data_clean$VPP_VIT_RAW, data_clean$LBW))

    Pearson's Chi-squared test with Yates' continuity correction

data:  table(data_clean$VPP_VIT_RAW, data_clean$LBW)
X-squared = 59.526, df = 1, p-value = 1.207e-14

Both pre-pregnancy folic intake and folic intake supplementation during pregnancy appear to be significantly associated with low birth weight. These findings suggest that maternal folic intake, either before or during pregnancy, could play an important role in birth weight outcomes.

9 Bar Plots

9.1 Percentage by LBW

data_clean %>%
  filter(!is.na(LBW)) %>%
  group_by(LBW) %>%
  summarise(count = n()) %>%
  mutate(percentage = count / sum(count) * 100) %>%
  ggplot(aes(x = as.factor(LBW), y = percentage, fill = as.factor(LBW))) + 
  geom_bar(stat = "identity", color = "black") +  # Use stat = "identity" for percentages
  scale_fill_manual(
    values = c("0" = "blue", "1" = "red"),  # Assign colors to LBW categories
    labels = c("0" = "No", "1" = "Yes")     # Adjust legend labels
  ) +
  scale_x_discrete(labels = c("0" = "No", "1" = "Yes")) +  # Adjust x-axis labels
  labs(
    title = "Percentage of Low Birth Weight (LBW) Cases",
    x = "Low Birth Weight",
    y = "Percentage",
    fill = "LBW Status"  # Adjust legend title
  ) +
  scale_y_continuous(labels = scales::percent_format(scale = 1)) +  # Format y-axis as percentage
  theme_minimal()  # For cleaner plot appearance

In looking at LBW in this population we saw that 78.8% did not have a LBW baby, while 21.2% did.

###Percentage by Pre-pregnancy & During Pregnancy Folic Intake

data_clean %>%
  filter(!is.na(PRE_VIT_RAW), !is.na(VPP_VIT_RAW)) %>%
  pivot_longer(
    cols = c(PRE_VIT_RAW, VPP_VIT_RAW), 
    names_to = "Folic_Acid_Stage", 
    values_to = "Folic_Acid_Intake"
  ) %>%
  group_by(Folic_Acid_Stage, Folic_Acid_Intake) %>%
  summarise(count = n(), .groups = "drop") %>%
  group_by(Folic_Acid_Stage) %>%  # Group by Folic_Acid_Stage for percentage calculation
  mutate(percentage = count / sum(count) * 100) %>%  # Compute percentage within each stage
  ggplot(aes(x = as.factor(Folic_Acid_Intake), y = percentage, fill = as.factor(Folic_Acid_Intake))) + 
  geom_bar(stat = "identity", position = "dodge", color = "black") +  # Dodge position for side-by-side bars
  scale_fill_manual(
    values = c("0" = "blue", "1" = "red"),  # Assign colors for No and Yes
    labels = c("0" = "No", "1" = "Yes")     # Adjust legend labels
  ) +
  scale_x_discrete(labels = c("0" = "No", "1" = "Yes")) +  # Adjust x-axis labels
  facet_wrap(
    ~ Folic_Acid_Stage, 
    labeller = labeller(Folic_Acid_Stage = c("PRE_VIT_RAW" = "Pre-Pregnancy Intake", 
                                             "VPP_VIT_RAW" = "Pregnancy Intake"))  # Custom facet labels
  ) +
  labs(
    title = "Percentage of Folic Acid Intake Pre and During Pregnancy",
    x = "Folic Acid Intake",
    y = "Percentage",
    fill = "Folic Acid Intake"  # Legend title
  ) +
  scale_y_continuous(labels = scales::percent_format(scale = 1)) +  # Format y-axis as percentage
  theme_minimal()  # For cleaner plot appearance

In looking at pre-pregnancy folic acid intake, we saw that 36.2% of women did take folic acid, while 63.8% did not.

During pregnancy folic acid intake increased with 55.6% of women taking folic acid while 44.4% did not.

9.2 Count of People with Folic Acid Intake (Pre and During Pregnancy Bar Plots)

# Combine both Pre and During Pregnancy Folic Acid Intake Counts in One Plot
data_clean %>%
  gather(key = "Pregnancy_Status", value = "Folic_Acid_Intake", PRE_VIT_RAW, VPP_VIT_RAW) %>%
  mutate(Folic_Acid_Intake = factor(Folic_Acid_Intake, levels = c(0, 1), labels = c("No", "Yes"))) %>%
  filter(!is.na(Folic_Acid_Intake)) %>% 
  ggplot(aes(x = Folic_Acid_Intake, fill = Folic_Acid_Intake)) +
  geom_bar() + 
  scale_fill_manual(values = c("blue", "red")) +
  facet_wrap(~ Pregnancy_Status, scales = "free", labeller = labeller(Pregnancy_Status = c("PRE_VIT_RAW" = "Pre-Pregnancy", "VPP_VIT_RAW" = "During Pregnancy"))) +
  labs(x = "Folic Acid Intake", y = "Count of People", fill = "Folic Acid Intake",
       title = "Count of People with Folic Acid Intake (Pre and During Pregnancy)") +
  theme_minimal() +
  theme(legend.position = "top")

# Count people by folic acid intake status for both pre-pregnancy and during pregnancy
data_clean %>%
  gather(key = "Pregnancy_Status", value = "Folic_Acid_Intake", PRE_VIT_RAW, VPP_VIT_RAW) %>%
  mutate(Folic_Acid_Intake = factor(Folic_Acid_Intake, levels = c(0, 1), labels = c("No", "Yes"))) %>%
  filter(!is.na(Folic_Acid_Intake)) %>%
  count(Pregnancy_Status, Folic_Acid_Intake)
# A tibble: 4 × 3
  Pregnancy_Status Folic_Acid_Intake      n
  <chr>            <fct>              <int>
1 PRE_VIT_RAW      No                110466
2 PRE_VIT_RAW      Yes                62669
3 VPP_VIT_RAW      No                 96628
4 VPP_VIT_RAW      Yes               121177

A larger proportion of people took folic acid during pregnancy (121,177 people) compared to before pregnancy (62,669 people). Similarly, more people did not take folic acid before pregnancy (110,466 people) than during pregnancy (96,628 people).

9.3 Pre-Pregnancy Folic Acid Intake Bar Plots

## barplot of Pre-Pregnancy Folic Acid Intake and LBW Status
ggplot(data_clean %>% filter(!is.na(PRE_VIT_RAW), !is.na(LBW)), aes(x = PRE_VIT_RAW, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_x_discrete(labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes on x-axis
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes in the legend
  labs(x = "Pre-Pregnancy Folic Acid Intake", y = "Percentage of Individuals", fill = "LBW Status",
       title = "Pre-Pregnancy Folic Acid Intake and LBW Status") +
  theme_minimal()

data_clean %>%
  filter(!is.na(PRE_VIT_RAW), !is.na(LBW)) %>%
  count(PRE_VIT_RAW, LBW)
# A tibble: 4 × 3
  PRE_VIT_RAW LBW       n
  <fct>       <fct> <int>
1 0           0     86960
2 0           1     23368
3 1           0     48759
4 1           1     13835

Pre-pregnancy: For people with no folic acid intake: 78.8% do not have LBW 21.2% have LBW

For people with folic acid intake: 77.9% do not have LBW 22.1% have LBW

9.4 During Pregnancy Folic Acid Intake Bar Plots

## bar plot of During Pregnancy Folic Acid Intake Bar Plots
ggplot(data_clean %>% filter(!is.na(VPP_VIT_RAW), !is.na(LBW)), aes(x = VPP_VIT_RAW, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_x_discrete(labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes on x-axis
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes in the legend
  labs(x = "During Pregnancy Folic Acid Intake", y = "Percentage of Individuals", fill = "LBW Status",
       title = "During Pregnancy Folic Acid Intake and LBW Status") +
  theme_minimal()

data_clean %>%
  filter(!is.na(VPP_VIT_RAW), !is.na(LBW)) %>%
  count(VPP_VIT_RAW, LBW)
# A tibble: 4 × 3
  VPP_VIT_RAW LBW       n
  <fct>       <fct> <int>
1 0           0     75658
2 0           1     20846
3 1           0     96560
4 1           1     24515

During pregnancy: For people with no folic acid intake during pregnancy: 78.4% do not have LBW 21.6% have LBW For people with folic acid intake during pregnancy: 79.8% do not have LBW 20.2% have LBW

9.5 Combined Pregnancy Folic Acid Intake Bar Plots

data_combined <- data_clean %>%
  filter(!is.na(PRE_VIT_RAW), !is.na(VPP_VIT_RAW), !is.na(LBW)) %>%
  pivot_longer(cols = c(PRE_VIT_RAW, VPP_VIT_RAW), 
               names_to = "Folic_Acid_Stage", 
               values_to = "Folic_Acid_Intake") %>%
  mutate(Folic_Acid_Stage = recode(Folic_Acid_Stage, 
                                   "PRE_VIT_RAW" = "Pre-Pregnancy", 
                                   "VPP_VIT_RAW" = "During Pregnancy"),
         Folic_Acid_Stage = factor(Folic_Acid_Stage, levels = c("Pre-Pregnancy", "During Pregnancy"))) %>%
  group_by(Folic_Acid_Stage, Folic_Acid_Intake, LBW) %>%
  summarise(count = n()) %>%
  ungroup() %>%
  group_by(Folic_Acid_Stage, Folic_Acid_Intake) %>%
  mutate(total = sum(count),
         percentage = count / total * 100) %>%
  ungroup()
`summarise()` has grouped output by 'Folic_Acid_Stage', 'Folic_Acid_Intake'.
You can override using the `.groups` argument.
# Plotting
ggplot(data_combined, aes(x = factor(Folic_Acid_Intake), y = percentage, fill = factor(LBW))) +
  geom_bar(stat = "identity", position = "dodge", width = 0.7) +  # Use stat = "identity" to plot percentages
  scale_y_continuous(labels = scales::percent_format(scale = 1)) +  # Format y-axis as percentage
  scale_x_discrete(labels = c("0" = "No", "1" = "Yes")) +  # Customize x-axis labels
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Customize colors
  labs(x = "Folic Acid Intake", y = "Percentage of Individuals", fill = "LBW Status", 
       title = "Folic Acid Intake (Pre and During Pregnancy) and LBW Status") +
  facet_wrap(~ Folic_Acid_Stage) +  # Facet by folic acid intake stage
  theme_minimal()

Looking at pre-pregnancy folic acid intake and during pregnancy folic acid intake and LBW status, we saw that for those Pre-pregnancy who didnt take folic acid: 78.8% do not have LBW 21.2% have LBW. and for people with folic acid intake: 77.9% do not have LBW 22.1% have LBW.

For those During pregnancy with no folic acid intake: 78.4% do not have LBW 21.6% have LBW and For people with folic acid intake during pregnancy: 79.8% do not have LBW 20.2% have LBW.

Although the differences in LBW rates between those who took folic acid and those who did not are small for both, this might suggest that taking folic acid during pregnancy may offer a slightly greater protective effect against low birth weight than taking it before pregnancy.

##Covariates by Outcomes

9.6 Parity

##bar plot of Parity and LBW Status
ggplot(data_clean %>% filter(!is.na(PRE_LB_NAPHSIS), !is.na(LBW)), aes(x = PRE_LB_NAPHSIS, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_x_discrete(labels = c("0" = "No children", "1" = "One child", "2" = "2+ children")) +  # Change 0, 1 to No, Yes on x-axis
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes in the legend
  labs(x = "Parity", y = "Percentage of Individuals", fill = "LBW Status",
       title = "Parity and LBW Status") +
  theme_minimal()

data_clean %>%
  filter(!is.na(PRE_LB_NAPHSIS), !is.na(LBW)) %>%
  count(PRE_LB_NAPHSIS, LBW)
# A tibble: 6 × 3
  PRE_LB_NAPHSIS LBW       n
  <fct>          <fct> <int>
1 0              0     74802
2 0              1     23429
3 1              0     63587
4 1              1     14409
5 2              0     58086
6 2              1     14873

For PRE_LB_NAPHSIS = 0: 76.2% do not have LBW 23.8% have LBW

For PRE_LB_NAPHSIS = 1: 81.5% do not have LBW 18.5% have LBW

For PRE_LB_NAPHSIS = 2: 79.6% do not have LBW 20.4% have LBW

First-time pregnancies (PRE_LB_NAPHSIS = 0) have the highest LBW risk (23.8%). One prior pregnancy (PRE_LB_NAPHSIS = 1) seems to have the best outcomes with the lowest proportion of LBW (18.5%). These patterns suggest that maternal history of prior pregnancies influences birth weight outcomes, potentially due to biological or healthcare-related factors that improve with experience or repeated exposure to pregnancy.

9.7 Maternal Age

## box plot of Maternal Age by LBW Status
data_clean %>% 
  filter(!is.na(MAT_AGE_PU), !is.na(LBW)) %>%
  ggplot(aes(x = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")), y = MAT_AGE_PU, color = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")))) +
  geom_boxplot(width = 0.5) +
  geom_jitter(width = 0.1, alpha = 0.3) +
  ggtitle("Maternal Age by LBW Status") +
  xlab("LBW Status") +
  ylab("Maternal Age (Years)") +
  scale_color_manual(name = "LBW Status", values = c("red", "blue")) +
  theme_minimal()  # Use a built-in theme here

ci_data <- data_clean %>%
  filter(!is.na(MAT_AGE_PU), !is.na(LBW)) %>%
  group_by(LBW) %>%
  summarize(
    Median_Age = median(MAT_AGE_PU),
    IQR_Lower = quantile(MAT_AGE_PU, 0.25),
    IQR_Upper = quantile(MAT_AGE_PU, 0.75)
  )

print(ci_data)
# A tibble: 2 × 4
  LBW   Median_Age IQR_Lower IQR_Upper
  <fct>      <dbl>     <dbl>     <dbl>
1 0             29        25        33
2 1             29        25        34

For individuals without LBW (LBW group 0), the central value of maternal age is 29 years, with the middle 50% of the ages falling between 25 and 33 years. For individuals with LBW, the median maternal age is also 29 years. However, the range of ages for the middle 50% of individuals is slightly broader, spanning from 25 to 34 years.

9.8 Maternal BMI

## box plot of Maternal BMI by LBW Status
data_clean %>% 
  filter(!is.na(MOM_BMI), !is.na(LBW)) %>%
  ggplot(aes(x = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")), y = MOM_BMI, color = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")))) +
  geom_boxplot(width = 0.5) +
  geom_jitter(width = 0.1, alpha = 0.3) +
  ggtitle("Maternal BMI by LBW Status") +
  xlab("LBW Status") +
  ylab("Maternal BMI (kg/m2)") +
  scale_color_manual(name = "LBW Status", values = c("red", "blue")) +
  theme_minimal()  # Use a built-in theme here

ci_data <- data_clean %>%
  filter(!is.na(MOM_BMI), !is.na(LBW)) %>%
  group_by(LBW) %>%
  summarize(
    Median_BMI = median(MOM_BMI),
    IQR_Lower = quantile(MOM_BMI, 0.25),
    IQR_Upper = quantile(MOM_BMI, 0.75)
  )

print(ci_data)
# A tibble: 2 × 4
  LBW   Median_BMI IQR_Lower IQR_Upper
  <fct>      <dbl>     <dbl>     <dbl>
1 0           25.6      22.2      30.5
2 1           25.5      21.8      30.9

For mothers whose babies did not have low birth weight, the middle 50% of BMI range from 22.15 to 30.54 kg/m^2;, with a median of 25.61 kg/m^2. For mothers whose babies did have low birth weight, the middle 50% of BMI range from 21.79 to 30.91 kg/m^2, with a median of 25.51 kg/m^2.

9.9 Maternal Education

## bar plot of Maternal Education and LBW Status
ggplot(data_clean %>% 
         filter(!is.na(MAT_ED), !is.na(LBW)) %>% 
         mutate(MAT_ED = factor(MAT_ED, levels = c("<= 12th grade, no diploma", 
                                                   "High school graduate / GED", 
                                                   "Some college, no degree", 
                                                   "Bachelor's, Master's, or higher"))),
       aes(x = MAT_ED, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Custom colors for LBW
  labs(
    x = "Maternal Education", 
    y = "Percentage of Individuals", 
    fill = "LBW Status", 
    title = "Maternal Education and LBW Status"
  ) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

data_clean %>%
  filter(!is.na(MAT_ED), !is.na(LBW)) %>%
  count(MAT_ED, LBW)
# A tibble: 8 × 3
  MAT_ED                          LBW       n
  <fct>                           <fct> <int>
1 <= 12th grade, no diploma       0     22661
2 <= 12th grade, no diploma       1      6694
3 Bachelor's, Master's, or higher 0     72454
4 Bachelor's, Master's, or higher 1     16296
5 High school graduate / GED      0     45809
6 High school graduate / GED      1     14139
7 Some college, no degree         0     54181
8 Some college, no degree         1     15179

<= 12th grade, no diploma: No LBW: 77.2% of individuals without a diploma had babies with normal birth weight. LBW: 22.8% of individuals without a diploma had babies with low birth weight.

High school graduate / GED: No LBW: 76.4% of high school graduates had babies with normal birth weight. LBW: 23.6% of high school graduates had babies with low birth weight.

Some college, no degree: No LBW: 78.1% of individuals with some college education had babies with normal birth weight. LBW: 21.9% of individuals with some college education had babies with low birth weight.

Bachelor’s, Master’s, or higher: No LBW: 81.6% of individuals with higher education had babies with normal birth weight. LBW: 18.4% of individuals with higher education had babies with low birth weight.

Higher maternal education is associated with a lower proportion of low birth weight outcomes.

9.10 Income

ggplot(data_clean %>% 
         filter(!is.na(INCOME8), !is.na(LBW)) %>% 
         mutate(INCOME8 = factor(INCOME8, levels = c("Low income (0 - $40,000)", 
                                                     "Middle ($40,001 - $85,000)", 
                                                     "High income ($85,001 or more)"))),
       aes(x = INCOME8, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes in the legend
  labs(x = "Income", y = "Percentage of Individuals", fill = "LBW Status",
       title = "Income and LBW Status") +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

data_clean %>%
  filter(!is.na(INCOME8), !is.na(LBW)) %>%
  count(INCOME8, LBW)
# A tibble: 6 × 3
  INCOME8                       LBW       n
  <fct>                         <fct> <int>
1 High income ($85,001 or more) 0     50272
2 High income ($85,001 or more) 1     10633
3 Low income (0 - $40,000)      0     82097
4 Low income (0 - $40,000)      1     25749
5 Middle ($40,001 - $85,000)    0     42796
6 Middle ($40,001 - $85,000)    1     10206

High Income ($85,001 or more) 82.6% do not have LBW. 17.4% have LBW.

Low Income ($0 - $40,000) 76.1% do not have LBW. 23.9% have LBW.

Middle Income ($40,001 - $85,000) 80.8% do not have LBW. 19.2% have LBW.

Income level is inversely associated with LBW risk: higher income correlates with lower LBW percentages. The low-income group shows the highest proportion of LBW (23.9%), emphasizing the role of socioeconomic disparities in adverse birth outcomes.

9.11 Number of Prenatal Care

## clean data, make numeric
data_clean$PNC_VST <- as.numeric(data_clean$PNC_VST)
## bar plot of Number of Prenatal Care
data_clean %>% 
  filter(!is.na(PNC_VST), !is.na(LBW)) %>%
  ggplot(aes(x = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")), y = PNC_VST, color = factor(LBW, levels = c("0", "1"), labels = c("No", "Yes")))) +
  geom_boxplot(width = 0.5) +
  geom_jitter(width = 0.1, alpha = 0.3) +
  ggtitle("Number of Prenatal Care by LBW Status") +
  xlab("LBW Status") +
  ylab("Number of Prenatal Care (Count)") +
  scale_color_manual(name = "LBW Status", values = c("red", "blue")) +
  theme_minimal()  # Use a built-in theme here

data_clean <- data_clean %>%
  mutate(PNC_VST = as.numeric(as.character(PNC_VST)))

ci_data <- data_clean %>%
  filter(!is.na(PNC_VST), !is.na(LBW)) %>%
  group_by(LBW) %>%
  summarize(
    Median_PNC_VST = median(PNC_VST),
    IQR_Lower = quantile(PNC_VST, 0.25),
    IQR_Upper = quantile(PNC_VST, 0.75)
  )

print(ci_data)
# A tibble: 2 × 4
  LBW   Median_PNC_VST IQR_Lower IQR_Upper
  <fct>          <dbl>     <dbl>     <dbl>
1 0                 13        11        14
2 1                 11         8        13

For mothers whose babies did not have low birth weight, the middle 50% of BMI range from 10 to 13, with a median of 12. For mothers whose babies did have low birth weight, the middle 50% of BMI range from 7 to 12, with a median of 10.

9.12 Maternal Race

## bar plot of Maternal Race
ggplot(data_clean %>% filter(!is.na(MAT_RACE_PU), !is.na(LBW)), aes(x = MAT_RACE_PU, fill = factor(LBW))) +
  geom_bar(position = "fill") +  # "fill" makes the bars proportional (percentage)
  scale_y_continuous(labels = scales::percent) +
  scale_x_discrete(labels = c("White" = "White", "Black" = "Black", "American Indian" = "American Indian", "Alaska Native" = "Alaska Native", "Asian" = "Asian", "Hawaiian/Other Pacific Islander" = "Hawaiian/Other Pacific Islander", "Other/Multiple Race" = "Other/Multiple Race")) +  # Change 0, 1 to No, Yes on x-axis
  scale_fill_manual(values = c("0" = "blue", "1" = "red"), labels = c("0" = "No", "1" = "Yes")) +  # Change 0, 1 to No, Yes in the legend
  labs(x = "Maternal Race", y = "Percentage of Individuals", fill = "LBW Status",
       title = "Maternal Race and LBW Status") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))  # Rotate x-axis labels for readability

data_clean %>%
  filter(!is.na(MAT_RACE_PU), !is.na(LBW)) %>%
  count(MAT_RACE_PU, LBW)
# A tibble: 12 × 3
   MAT_RACE_PU                     LBW        n
   <fct>                           <fct>  <int>
 1 American Indian                 0       7942
 2 American Indian                 1        747
 3 Asian                           0      13097
 4 Asian                           1       3107
 5 Black                           0      32192
 6 Black                           1      11340
 7 Hawaiian/Other Pacific Islander 0       1134
 8 Hawaiian/Other Pacific Islander 1        192
 9 Other/Multiple Race             0      21260
10 Other/Multiple Race             1       4626
11 White                           0     110815
12 White                           1      29686

American Indian 91.4% do not have LBW. 8.6% have LBW. Asian 80.8% do not have LBW. 19.2% have LBW. Black 73.9% do not have LBW. 26.1% have LBW. Hawaiian/Other Pacific Islander 85.5% do not have LBW. 14.5% have LBW. Other/Multiple Race 82.1% do not have LBW. 17.9% have LBW. White 78.9% do not have LBW. 21.1% have LBW.

The data suggests that the Black racial group has the highest proportion of LBW cases (26.1%), followed by White (21.1%) and Asian (19.2%) individuals. The American Indian and Hawaiian/Other Pacific Islander groups show the lowest rates of LBW. This disparity highlights the potential need for addressing race-related factors contributing to LBW and suggests the importance of tailored interventions for different racial groups.

10 Dot plot of Occurrences of LBW for each state

# Summarize the data: Count occurrences of LBW for each state
heatmap_data <- data_clean %>%
  group_by(STATE, LBW) %>%
  summarise(count = n(), .groups = 'drop') %>%
  pivot_wider(names_from = LBW, values_from = count, values_fill = list(count = 0))  # Reshape the data

# Create the dot plot with enhanced color scale
ggplot(heatmap_data, aes(x = STATE, y = factor(`1`), size = `1`, color = `1`)) +  # Use the '1' column for LBW=1
  geom_point(shape = 16, alpha = 0.7) +  # Use dots (size indicates count)
  scale_size_continuous(range = c(3, 10)) +  # Adjust size of dots
  scale_color_viridis_c(option = "inferno", begin = 0.2, end = 1) +  # Use the 'inferno' color palette for better contrast
  labs(title = "Dot Plot of Low Birth Weight by State",
       x = "State", y = "Number of Low Birth Weight (Count)",
       color = "Count", size = "Count") +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  theme(legend.position = "bottom")  # Position the legend at the bottom

Top 5 Places with Highest LBW Counts: Kansas, Utah, New York City, Puerto Rico, Pennsylvania

Top 5 Places with Highest LBW Counts: Northern Mariana, Indiana, Arizona, Minnesota, North Dakota

11 Dot plot of Rates of LBW for each state

# Summarize the data: Calculate the LBW rate for each state
heatmap_data <- data_clean %>%
  group_by(STATE, LBW) %>%
  summarise(count = n(), .groups = 'drop') %>%
  pivot_wider(names_from = LBW, values_from = count, values_fill = list(count = 0)) %>%  # Reshape the data
  mutate(rate = `1` / (`0` + `1`))  # Calculate rate of LBW

# Create the dot plot with enhanced color scale using rates
ggplot(heatmap_data, aes(x = STATE, y = rate, size = rate, color = rate)) +  # Use 'rate' column
  geom_point(shape = 16, alpha = 0.7) +  # Use dots (size indicates rate)
  scale_size_continuous(range = c(3, 10)) +  # Adjust size of dots
  scale_color_viridis_c(option = "inferno", begin = 0.2, end = 1) +  # Use 'inferno' color palette for rates
  labs(title = "Dot Plot of Low Birth Weight Rate by State",
       x = "State", y = "Low Birth Weight Rate",
       color = "Rate", size = "Rate") +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  theme(legend.position = "bottom")  # Position the legend at the bottom

In looking at LBW by states, we saw the Top 5 states with the highest LBW rates—Mississippi (MS), Tennessee (TN), New York (NY), Puerto Rico (PR), and Kansas (KS)—highlight regions where disparities may be more pronounced.

12 Logistic Regression

# Set reference categories only for categorical variables
data_clean <- data_clean %>%
  mutate(
    PRE_LB_NAPHSIS = relevel( PRE_LB_NAPHSIS, ref = "0"),
    MAT_ED = relevel(MAT_ED, ref = "Bachelor's, Master's, or higher"),  # Set reference for       MAT_ED
    INCOME8 = relevel(INCOME8, ref = "Low income (0 - $40,000)"),  # Set reference for INCOME8
    MAT_RACE_PU = relevel(MAT_RACE_PU, ref = "White")  # Set reference for MAT_RACE_PU (if you want to control this)
  )

12.1 Pre-Preg

# Unadjusted logistic regression for LBW with pre-pregnancy folic acid
logit_prepreg_unadjusted <- glm(
  LBW ~ PRE_VIT_RAW,
  data = data_clean,
  family = binomial()
)

# Adjusted logistic regression for LBW with pre-pregnancy folic acid
logit_prepreg_adjusted <- glm(
  LBW ~ PRE_VIT_RAW + MAT_AGE_PU + MOM_BMI + PRE_LB_NAPHSIS + MAT_ED + STATE + INCOME8 + PNC_VST + MAT_RACE_PU,
  data = data_clean,
  family = binomial()
)

# Display unadjusted and adjusted results for pre-pregnancy folic acid
prepreg_unadjusted_results <- summary(logit_prepreg_unadjusted, exponentiate = TRUE, conf.int = TRUE)
prepreg_adjusted_results <- summary(logit_prepreg_adjusted, exponentiate = TRUE, conf.int = TRUE)

print(prepreg_unadjusted_results)

Call:
glm(formula = LBW ~ PRE_VIT_RAW, family = binomial(), data = data_clean)

Coefficients:
              Estimate Std. Error  z value Pr(>|z|)    
(Intercept)  -1.314081   0.007368 -178.340  < 2e-16 ***
PRE_VIT_RAW1  0.054392   0.012128    4.485 7.29e-06 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 180078  on 172921  degrees of freedom
Residual deviance: 180058  on 172920  degrees of freedom
  (77048 observations deleted due to missingness)
AIC: 180062

Number of Fisher Scoring iterations: 4
print(prepreg_adjusted_results)

Call:
glm(formula = LBW ~ PRE_VIT_RAW + MAT_AGE_PU + MOM_BMI + PRE_LB_NAPHSIS + 
    MAT_ED + STATE + INCOME8 + PNC_VST + MAT_RACE_PU, family = binomial(), 
    data = data_clean)

Coefficients:
                                            Estimate Std. Error z value
(Intercept)                                -2.184843   0.094395 -23.146
PRE_VIT_RAW1                                0.134830   0.015532   8.681
MAT_AGE_PU                                  0.036719   0.001585  23.173
MOM_BMI                                     0.003104   0.001067   2.908
PRE_LB_NAPHSIS1                            -0.438291   0.017520 -25.016
PRE_LB_NAPHSIS2                            -0.449601   0.019979 -22.503
MAT_ED<= 12th grade, no diploma             0.364458   0.033588  10.851
MAT_EDHigh school graduate / GED            0.333926   0.024186  13.806
MAT_EDSome college, no degree               0.265249   0.020278  13.081
STATEAR                                     1.782119   0.086810  20.529
STATEAZ                                    -0.454712   0.169925  -2.676
STATECO                                     0.737502   0.084082   8.771
STATEDC                                     1.558610   0.094474  16.498
STATEDE                                     1.319873   0.084204  15.675
STATEGA                                     1.232678   0.092969  13.259
STATEIA                                    -0.015534   0.109172  -0.142
STATEIL                                     1.494443   0.082527  18.108
STATEIN                                     0.331745   0.159502   2.080
STATEKS                                     2.276395   0.081549  27.914
STATEKY                                     0.051325   0.105413   0.487
STATELA                                     0.271753   0.095738   2.838
STATEMA                                    -0.173367   0.089341  -1.941
STATEMD                                     1.885614   0.084108  22.419
STATEME                                     2.178068   0.082288  26.469
STATEMI                                     1.104814   0.081512  13.554
STATEMN                                    -0.113131   0.111134  -1.018
STATEMO                                     1.578770   0.082545  19.126
STATEMP                                    -0.080495   0.410965  -0.196
STATEMS                                     2.291607   0.086262  26.566
STATEMT                                    -0.066681   0.103487  -0.644
STATEND                                     0.032782   0.111734   0.293
STATENE                                    -0.126068   0.096077  -1.312
STATENH                                     2.202729   0.087008  25.316
STATENJ                                    -0.085199   0.096222  -0.885
STATENM                                    -0.087331   0.095661  -0.913
STATENY                                     2.261078   0.083079  27.216
STATEOR                                    -0.200307   0.098497  -2.034
STATEPA                                     1.771498   0.081830  21.649
STATEPR                                     2.312509   0.083095  27.830
STATERI                                     1.907780   0.086864  21.963
STATESD                                    -0.212164   0.104777  -2.025
STATETN                                     2.323113   0.097920  23.725
STATEUT                                     1.860361   0.080214  23.193
STATEVA                                     0.341180   0.091857   3.714
STATEWA                                    -0.293864   0.098476  -2.984
STATEWI                                     0.128089   0.091292   1.403
STATEWV                                     2.221241   0.090611  24.514
STATEWY                                     1.900310   0.088635  21.440
STATEYC                                     1.401712   0.082051  17.083
INCOME8High income ($85,001 or more)       -0.326586   0.023569 -13.857
INCOME8Middle ($40,001 - $85,000)          -0.213725   0.020450 -10.451
PNC_VST                                    -0.119249   0.002021 -59.002
MAT_RACE_PUAmerican Indian                 -0.441124   0.064154  -6.876
MAT_RACE_PUAsian                            0.378689   0.033651  11.253
MAT_RACE_PUBlack                            0.387403   0.021789  17.780
MAT_RACE_PUHawaiian/Other Pacific Islander -0.268160   0.180504  -1.486
MAT_RACE_PUOther/Multiple Race              0.070205   0.029951   2.344
                                           Pr(>|z|)    
(Intercept)                                 < 2e-16 ***
PRE_VIT_RAW1                                < 2e-16 ***
MAT_AGE_PU                                  < 2e-16 ***
MOM_BMI                                    0.003635 ** 
PRE_LB_NAPHSIS1                             < 2e-16 ***
PRE_LB_NAPHSIS2                             < 2e-16 ***
MAT_ED<= 12th grade, no diploma             < 2e-16 ***
MAT_EDHigh school graduate / GED            < 2e-16 ***
MAT_EDSome college, no degree               < 2e-16 ***
STATEAR                                     < 2e-16 ***
STATEAZ                                    0.007452 ** 
STATECO                                     < 2e-16 ***
STATEDC                                     < 2e-16 ***
STATEDE                                     < 2e-16 ***
STATEGA                                     < 2e-16 ***
STATEIA                                    0.886849    
STATEIL                                     < 2e-16 ***
STATEIN                                    0.037536 *  
STATEKS                                     < 2e-16 ***
STATEKY                                    0.626329    
STATELA                                    0.004533 ** 
STATEMA                                    0.052317 .  
STATEMD                                     < 2e-16 ***
STATEME                                     < 2e-16 ***
STATEMI                                     < 2e-16 ***
STATEMN                                    0.308692    
STATEMO                                     < 2e-16 ***
STATEMP                                    0.844714    
STATEMS                                     < 2e-16 ***
STATEMT                                    0.519353    
STATEND                                    0.769224    
STATENE                                    0.189469    
STATENH                                     < 2e-16 ***
STATENJ                                    0.375917    
STATENM                                    0.361287    
STATENY                                     < 2e-16 ***
STATEOR                                    0.041988 *  
STATEPA                                     < 2e-16 ***
STATEPR                                     < 2e-16 ***
STATERI                                     < 2e-16 ***
STATESD                                    0.042877 *  
STATETN                                     < 2e-16 ***
STATEUT                                     < 2e-16 ***
STATEVA                                    0.000204 ***
STATEWA                                    0.002844 ** 
STATEWI                                    0.160597    
STATEWV                                     < 2e-16 ***
STATEWY                                     < 2e-16 ***
STATEYC                                     < 2e-16 ***
INCOME8High income ($85,001 or more)        < 2e-16 ***
INCOME8Middle ($40,001 - $85,000)           < 2e-16 ***
PNC_VST                                     < 2e-16 ***
MAT_RACE_PUAmerican Indian                 6.15e-12 ***
MAT_RACE_PUAsian                            < 2e-16 ***
MAT_RACE_PUBlack                            < 2e-16 ***
MAT_RACE_PUHawaiian/Other Pacific Islander 0.137380    
MAT_RACE_PUOther/Multiple Race             0.019080 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 143239  on 140307  degrees of freedom
Residual deviance: 120790  on 140251  degrees of freedom
  (109662 observations deleted due to missingness)
AIC: 120904

Number of Fisher Scoring iterations: 5
# Extracting Odds Ratios (ORs) and Confidence Intervals (CIs) for the unadjusted model
prepreg_unadjusted_or <- exp(prepreg_unadjusted_results$coefficients[, "Estimate"])
prepreg_unadjusted_se <- prepreg_unadjusted_results$coefficients[, "Std. Error"]
prepreg_unadjusted_ci <- exp(confint.default(logit_prepreg_unadjusted))

# Extracting Odds Ratios (ORs) and Confidence Intervals (CIs) for the adjusted model
prepreg_adjusted_or <- exp(prepreg_adjusted_results$coefficients[, "Estimate"])
prepreg_adjusted_se <- prepreg_adjusted_results$coefficients[, "Std. Error"]
prepreg_adjusted_ci <- exp(confint.default(logit_prepreg_adjusted))

# Combine ORs and CIs into data frames
prepreg_unadjusted_df <- data.frame(
  OR = prepreg_unadjusted_or,
  CI_lower = prepreg_unadjusted_ci[, 1],
  CI_upper = prepreg_unadjusted_ci[, 2]
)

prepreg_adjusted_df <- data.frame(
  OR = prepreg_adjusted_or,
  CI_lower = prepreg_adjusted_ci[, 1],
  CI_upper = prepreg_adjusted_ci[, 2]
)

# Print results
print(prepreg_unadjusted_df)
                    OR  CI_lower  CI_upper
(Intercept)  0.2687213 0.2648683 0.2726302
PRE_VIT_RAW1 1.0558990 1.0310962 1.0812983
print(prepreg_adjusted_df)
                                                   OR   CI_lower   CI_upper
(Intercept)                                 0.1124954 0.09349452  0.1353579
PRE_VIT_RAW1                                1.1443421 1.11003093  1.1797138
MAT_AGE_PU                                  1.0374012 1.03418447  1.0406280
MOM_BMI                                     1.0031084 1.00101250  1.0052087
PRE_LB_NAPHSIS1                             0.6451379 0.62336024  0.6676764
PRE_LB_NAPHSIS2                             0.6378828 0.61338679  0.6633572
MAT_ED<= 12th grade, no diploma             1.4397337 1.34800593  1.5377033
MAT_EDHigh school graduate / GED            1.3964404 1.33178769  1.4642318
MAT_EDSome college, no degree               1.3037556 1.25295525  1.3566157
STATEAR                                     5.9424325 5.01269542  7.0446139
STATEAZ                                     0.6346308 0.45486281  0.8854454
STATECO                                     2.0907073 1.77305737  2.4652655
STATEDC                                     4.7522100 3.94893108  5.7188892
STATEDE                                     3.7429471 3.17350469  4.4145683
STATEGA                                     3.4304040 2.85897056  4.1160521
STATEIA                                     0.9845857 0.79492536  1.2194968
STATEIL                                     4.4568528 3.79123623  5.2393298
STATEIN                                     1.3933981 1.01931232  1.9047728
STATEKS                                     9.7415024 8.30254461 11.4298535
STATEKY                                     1.0526654 0.85617581  1.2942487
STATELA                                     1.3122629 1.08774789  1.5831185
STATEMA                                     0.8408291 0.70576598  1.0017393
STATEMD                                     6.5903991 5.58879940  7.7715010
STATEME                                     8.8292311 7.51413700 10.3744876
STATEMI                                     3.0186616 2.57294841  3.5415860
STATEMN                                     0.8930333 0.71824071  1.1103638
STATEMO                                     4.8489882 4.12466818  5.7005037
STATEMP                                     0.9226598 0.41231322  2.0646951
STATEMS                                     9.8908160 8.35229662 11.7127355
STATEMT                                     0.9354937 0.76375278  1.1458530
STATEND                                     1.0333249 0.83009699  1.2863080
STATENE                                     0.8815547 0.73024405  1.0642178
STATENH                                     9.0496742 7.63082153 10.7323442
STATENJ                                     0.9183293 0.76049099  1.1089266
STATENM                                     0.9163742 0.75970660  1.1053499
STATENY                                     9.5934286 8.15186660 11.2899139
STATEOR                                     0.8184794 0.67478777  0.9927691
STATEPA                                     5.8796518 5.00838758  6.9024821
STATEPR                                    10.0997374 8.58182769 11.8861272
STATERI                                     6.7381133 5.68328104  7.9887252
STATESD                                     0.8088317 0.65867549  0.9932186
STATETN                                    10.2074001 8.42492224 12.3670004
STATEUT                                     6.4260558 5.49118865  7.5200828
STATEVA                                     1.4066069 1.17485412  1.6840754
STATEWA                                     0.7453778 0.61454428  0.9040652
STATEWI                                     1.1366539 0.95043042  1.3593653
STATEWV                                     9.2187674 7.71870905 11.0103480
STATEWY                                     6.6879679 5.62144806  7.9568315
STATEYC                                     4.0621465 3.45870748  4.7708672
INCOME8High income ($85,001 or more)        0.7213821 0.68881609  0.7554878
INCOME8Middle ($40,001 - $85,000)           0.8075703 0.77584247  0.8405956
PNC_VST                                     0.8875870 0.88407796  0.8911099
MAT_RACE_PUAmerican Indian                  0.6433131 0.56730218  0.7295084
MAT_RACE_PUAsian                            1.4603693 1.36715760  1.5599362
MAT_RACE_PUBlack                            1.4731501 1.41156299  1.5374243
MAT_RACE_PUHawaiian/Other Pacific Islander  0.7647852 0.53690067  1.0893940
MAT_RACE_PUOther/Multiple Race              1.0727278 1.01156746  1.1375860

Pre-pregnancy folic acid intake is associated with higher odds of LBW (OR = 1.056, p-value = 7.29e-06, 95% CI: [1.031, 1.081]).

Adjusting for confounders, pre-pregnancy folic acid intake is associated with higher odds of LBW (OR = 1.144, p-value = < 2e-16, 95% CI: [1.110, 1.180]).

12.2 During Preg

# Unadjusted logistic regression for LBW with during-pregnancy folic acid
logit_duringpreg_unadjusted <- glm(
  LBW ~ VPP_VIT_RAW,
  data = data_clean,
  family = binomial()
)

# Adjusted logistic regression for LBW with during-pregnancy folic acid
logit_duringpreg_adjusted <- glm(
  LBW ~ VPP_VIT_RAW + MAT_AGE_PU + MOM_BMI + PRE_LB_NAPHSIS + MAT_ED + STATE + INCOME8 + PNC_VST + MAT_RACE_PU,
  data = data_clean,
  family = binomial()
)

# Display unadjusted and adjusted results for during-pregnancy folic acid
duringpreg_unadjusted_results <- summary(logit_duringpreg_unadjusted, exponentiate = TRUE, conf.int = TRUE)
duringpreg_adjusted_results <- summary(logit_duringpreg_adjusted, exponentiate = TRUE, conf.int = TRUE)

print(duringpreg_unadjusted_results)

Call:
glm(formula = LBW ~ VPP_VIT_RAW, family = binomial(), data = data_clean)

Coefficients:
              Estimate Std. Error z value Pr(>|z|)    
(Intercept)  -1.289061   0.007822 -164.79  < 2e-16 ***
VPP_VIT_RAW1 -0.081818   0.010599   -7.72 1.17e-14 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 222773  on 217578  degrees of freedom
Residual deviance: 222714  on 217577  degrees of freedom
  (32391 observations deleted due to missingness)
AIC: 222718

Number of Fisher Scoring iterations: 4
print(duringpreg_adjusted_results)

Call:
glm(formula = LBW ~ VPP_VIT_RAW + MAT_AGE_PU + MOM_BMI + PRE_LB_NAPHSIS + 
    MAT_ED + STATE + INCOME8 + PNC_VST + MAT_RACE_PU, family = binomial(), 
    data = data_clean)

Coefficients:
                                             Estimate Std. Error z value
(Intercept)                                -2.0502920  0.0795872 -25.762
VPP_VIT_RAW1                               -0.0404300  0.0131530  -3.074
MAT_AGE_PU                                  0.0372128  0.0014233  26.145
MOM_BMI                                     0.0009019  0.0009647   0.935
PRE_LB_NAPHSIS1                            -0.4364337  0.0158473 -27.540
PRE_LB_NAPHSIS2                            -0.4674789  0.0180348 -25.921
MAT_ED<= 12th grade, no diploma             0.3230560  0.0292431  11.047
MAT_EDHigh school graduate / GED            0.3042536  0.0216124  14.078
MAT_EDSome college, no degree               0.2280738  0.0186694  12.216
STATEAR                                     1.7249889  0.0713687  24.170
STATEAZ                                    -0.2877186  0.1367168  -2.104
STATECO                                     0.6113754  0.0704209   8.682
STATEDC                                     1.5247445  0.0805698  18.925
STATEDE                                     1.2780424  0.0699303  18.276
STATEGA                                     1.2520713  0.0751488  16.661
STATEIA                                    -0.0978861  0.0914388  -1.071
STATEIL                                     1.4297408  0.0680872  20.999
STATEIN                                     0.1768309  0.1453115   1.217
STATEKS                                     2.2347607  0.0670807  33.315
STATEKY                                     0.0399962  0.0899621   0.445
STATELA                                     0.2248861  0.0809273   2.779
STATEMA                                    -0.2164029  0.0749523  -2.887
STATEMD                                     1.7501006  0.0700324  24.990
STATEME                                     2.1100175  0.0682377  30.922
STATEMI                                     1.0442665  0.0670591  15.572
STATEMN                                    -0.1910784  0.0991522  -1.927
STATEMO                                     1.5115553  0.0680361  22.217
STATEMP                                     0.2357147  0.3346011   0.704
STATEMS                                     2.2682398  0.0703985  32.220
STATEMT                                    -0.1525614  0.0893948  -1.707
STATEND                                    -0.1464080  0.0993348  -1.474
STATENE                                    -0.1008937  0.0782717  -1.289
STATENH                                     2.1303596  0.0736822  28.913
STATENJ                                    -0.1759480  0.0811353  -2.169
STATENM                                    -0.1390056  0.0790530  -1.758
STATENY                                     2.2122773  0.0692596  31.942
STATEOR                                    -0.2707184  0.0827326  -3.272
STATEPA                                     1.7142948  0.0677445  25.305
STATEPR                                     2.2966456  0.0691217  33.226
STATERI                                     1.8311811  0.0726180  25.217
STATESD                                    -0.2875154  0.0881165  -3.263
STATETN                                     2.2312645  0.0821361  27.165
STATEUT                                     1.7445963  0.0659029  26.472
STATEVA                                     0.3083395  0.0766748   4.021
STATEWA                                    -0.4028504  0.0831470  -4.845
STATEWI                                     0.0638199  0.0769775   0.829
STATEWV                                     2.1374543  0.0748461  28.558
STATEWY                                     1.8282111  0.0737523  24.789
STATEYC                                     1.3593150  0.0676092  20.105
INCOME8High income ($85,001 or more)       -0.2568979  0.0214039 -12.002
INCOME8Middle ($40,001 - $85,000)          -0.1655124  0.0182499  -9.069
PNC_VST                                    -0.1192813  0.0018294 -65.201
MAT_RACE_PUAmerican Indian                 -0.3521376  0.0557625  -6.315
MAT_RACE_PUAsian                            0.3590648  0.0295478  12.152
MAT_RACE_PUBlack                            0.3900052  0.0193333  20.173
MAT_RACE_PUHawaiian/Other Pacific Islander -0.2715430  0.1511063  -1.797
MAT_RACE_PUOther/Multiple Race              0.0446723  0.0262292   1.703
                                           Pr(>|z|)    
(Intercept)                                 < 2e-16 ***
VPP_VIT_RAW1                                0.00211 ** 
MAT_AGE_PU                                  < 2e-16 ***
MOM_BMI                                     0.34987    
PRE_LB_NAPHSIS1                             < 2e-16 ***
PRE_LB_NAPHSIS2                             < 2e-16 ***
MAT_ED<= 12th grade, no diploma             < 2e-16 ***
MAT_EDHigh school graduate / GED            < 2e-16 ***
MAT_EDSome college, no degree               < 2e-16 ***
STATEAR                                     < 2e-16 ***
STATEAZ                                     0.03534 *  
STATECO                                     < 2e-16 ***
STATEDC                                     < 2e-16 ***
STATEDE                                     < 2e-16 ***
STATEGA                                     < 2e-16 ***
STATEIA                                     0.28439    
STATEIL                                     < 2e-16 ***
STATEIN                                     0.22364    
STATEKS                                     < 2e-16 ***
STATEKY                                     0.65662    
STATELA                                     0.00545 ** 
STATEMA                                     0.00389 ** 
STATEMD                                     < 2e-16 ***
STATEME                                     < 2e-16 ***
STATEMI                                     < 2e-16 ***
STATEMN                                     0.05396 .  
STATEMO                                     < 2e-16 ***
STATEMP                                     0.48114    
STATEMS                                     < 2e-16 ***
STATEMT                                     0.08790 .  
STATEND                                     0.14051    
STATENE                                     0.19739    
STATENH                                     < 2e-16 ***
STATENJ                                     0.03012 *  
STATENM                                     0.07868 .  
STATENY                                     < 2e-16 ***
STATEOR                                     0.00107 ** 
STATEPA                                     < 2e-16 ***
STATEPR                                     < 2e-16 ***
STATERI                                     < 2e-16 ***
STATESD                                     0.00110 ** 
STATETN                                     < 2e-16 ***
STATEUT                                     < 2e-16 ***
STATEVA                                    5.79e-05 ***
STATEWA                                    1.27e-06 ***
STATEWI                                     0.40706    
STATEWV                                     < 2e-16 ***
STATEWY                                     < 2e-16 ***
STATEYC                                     < 2e-16 ***
INCOME8High income ($85,001 or more)        < 2e-16 ***
INCOME8Middle ($40,001 - $85,000)           < 2e-16 ***
PNC_VST                                     < 2e-16 ***
MAT_RACE_PUAmerican Indian                 2.70e-10 ***
MAT_RACE_PUAsian                            < 2e-16 ***
MAT_RACE_PUBlack                            < 2e-16 ***
MAT_RACE_PUHawaiian/Other Pacific Islander  0.07233 .  
MAT_RACE_PUOther/Multiple Race              0.08854 .  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 175389  on 174316  degrees of freedom
Residual deviance: 148235  on 174260  degrees of freedom
  (75653 observations deleted due to missingness)
AIC: 148349

Number of Fisher Scoring iterations: 5
# Extracting Odds Ratios (ORs) and Confidence Intervals (CIs) for the unadjusted model
duringpreg_unadjusted_or <- exp(duringpreg_unadjusted_results$coefficients[, "Estimate"])
duringpreg_unadjusted_se <- duringpreg_unadjusted_results$coefficients[, "Std. Error"]
duringpreg_unadjusted_ci <- exp(confint.default(logit_duringpreg_unadjusted))

# Extracting Odds Ratios (ORs) and Confidence Intervals (CIs) for the adjusted model
duringpreg_adjusted_or <- exp(duringpreg_adjusted_results$coefficients[, "Estimate"])
duringpreg_adjusted_se <- duringpreg_adjusted_results$coefficients[, "Std. Error"]
duringpreg_adjusted_ci <- exp(confint.default(logit_duringpreg_adjusted))

# Combine ORs and CIs into data frames
duringpreg_unadjusted_df <- data.frame(
  OR = duringpreg_unadjusted_or,
  CI_lower = duringpreg_unadjusted_ci[, 1],
  CI_upper = duringpreg_unadjusted_ci[, 2]
)

duringpreg_adjusted_df <- data.frame(
  OR = duringpreg_adjusted_or,
  CI_lower = duringpreg_adjusted_ci[, 1],
  CI_upper = duringpreg_adjusted_ci[, 2]
)

# Print results
print(duringpreg_unadjusted_df)
                    OR  CI_lower  CI_upper
(Intercept)  0.2755294 0.2713373 0.2797862
VPP_VIT_RAW1 0.9214394 0.9024954 0.9407810
print(duringpreg_adjusted_df)
                                                  OR  CI_lower   CI_upper
(Intercept)                                0.1286973 0.1101095  0.1504230
VPP_VIT_RAW1                               0.9603764 0.9359348  0.9854562
MAT_AGE_PU                                 1.0379139 1.0350225  1.0408134
MOM_BMI                                    1.0009023 0.9990115  1.0027966
PRE_LB_NAPHSIS1                            0.6463373 0.6265705  0.6667277
PRE_LB_NAPHSIS2                            0.6265799 0.6048187  0.6491241
MAT_ED<= 12th grade, no diploma            1.3813427 1.3043967  1.4628277
MAT_EDHigh school graduate / GED           1.3556128 1.2993888  1.4142695
MAT_EDSome college, no degree              1.2561781 1.2110437  1.3029946
STATEAR                                    5.6124586 4.8798219  6.4550906
STATEAZ                                    0.7499726 0.5736828  0.9804353
STATECO                                    1.8429645 1.6053680  2.1157255
STATEDC                                    4.5939696 3.9228976  5.3798389
STATEDE                                    3.5896058 3.1298387  4.1169119
STATEGA                                    3.4975799 3.0185675  4.0526061
STATEIA                                    0.9067522 0.7579766  1.0847294
STATEIL                                    4.1776164 3.6557175  4.7740228
STATEIN                                    1.1934293 0.8976506  1.5866679
STATEKS                                    9.3442454 8.1930399 10.6572070
STATEKY                                    1.0408069 0.8725579  1.2414980
STATELA                                    1.2521801 1.0685168  1.4674127
STATEMA                                    0.8054107 0.6953732  0.9328609
STATEMD                                    5.7551815 5.0170374  6.6019269
STATEME                                    8.2483856 7.2158066  9.4287262
STATEMI                                    2.8413137 2.4913708  3.2404102
STATEMN                                    0.8260678 0.6801696  1.0032616
STATEMO                                    4.5337767 3.9677813  5.1805101
STATEMP                                    1.2658131 0.6569867  2.4388357
STATEMS                                    9.6623781 8.4170664 11.0919345
STATEMT                                    0.8585062 0.7205273  1.0229076
STATEND                                    0.8638052 0.7109873  1.0494694
STATENE                                    0.9040291 0.7754565  1.0539194
STATENH                                    8.4178936 7.2859305  9.7257218
STATENJ                                    0.8386616 0.7153593  0.9832168
STATENM                                    0.8702231 0.7453162  1.0160631
STATENY                                    9.1364990 7.9767492 10.4648662
STATEOR                                    0.7628313 0.6486440  0.8971201
STATEPA                                    5.5527583 4.8623313  6.3412224
STATEPR                                    9.9407813 8.6812848 11.3830077
STATERI                                    6.2412537 5.4132651  7.1958878
STATESD                                    0.7501250 0.6311445  0.8915353
STATETN                                    9.3116330 7.9270475 10.9380584
STATEUT                                    5.7235906 5.0300459  6.5127616
STATEVA                                    1.3611630 1.1712361  1.5818883
STATEWA                                    0.6684121 0.5678969  0.7867181
STATEWI                                    1.0659004 0.9166283  1.2394814
STATEWV                                    8.4778285 7.3210855  9.8173386
STATEWY                                    6.2227447 5.3852259  7.1905156
STATEYC                                    3.8935253 3.4103107  4.4452076
INCOME8High income ($85,001 or more)       0.7734472 0.7416716  0.8065841
INCOME8Middle ($40,001 - $85,000)          0.8474593 0.8176821  0.8783209
PNC_VST                                    0.8875581 0.8843813  0.8907463
MAT_RACE_PUAmerican Indian                 0.7031833 0.6303815  0.7843929
MAT_RACE_PUAsian                           1.4319896 1.3514150  1.5173682
MAT_RACE_PUBlack                           1.4769885 1.4220686  1.5340294
MAT_RACE_PUHawaiian/Other Pacific Islander 0.7622025 0.5668243  1.0249256
MAT_RACE_PUOther/Multiple Race             1.0456851 0.9932866  1.1008478

Pregnancy folic acid intake is associated with lower odds of LBW (OR = 0.9214, p-value = 1.17e-14, 95% CI: [0.9025, 0.9408]).

Adjusting for confounders, there was a slight increase in odds but pregnancy folic acid intake is still associated with lower odds of LBW (OR = 0.9603, p-value = < 2e-16, 95% CI: [0.9359, 0.9855]).

13 Forrest Plot Logistic Regression Results

# Combine unadjusted and adjusted results for PRE_VIT_RAW
prepreg_df <- data.frame(
  Exposure = c("Pre-Pregnancy Folic Usage (Unadj)", "Pre-Pregnancy Folic Usage (Adj)"),
  OR = c(prepreg_unadjusted_or["PRE_VIT_RAW1"], prepreg_adjusted_or["PRE_VIT_RAW1"]),
  CI_lower = c(prepreg_unadjusted_ci["PRE_VIT_RAW1", 1], prepreg_adjusted_ci["PRE_VIT_RAW1", 1]),
  CI_upper = c(prepreg_unadjusted_ci["PRE_VIT_RAW1", 2], prepreg_adjusted_ci["PRE_VIT_RAW1", 2]),
  Model = c("Unadjusted", "Adjusted")
)

# Combine unadjusted and adjusted results for VPP_VIT_RAW
duringpreg_df <- data.frame(
  Exposure = c("Pregnancy Folic Usage (Unadj)", "Pregnancy Folic Usage (Adj)"),
  OR = c(duringpreg_unadjusted_or["VPP_VIT_RAW1"], duringpreg_adjusted_or["VPP_VIT_RAW1"]),
  CI_lower = c(duringpreg_unadjusted_ci["VPP_VIT_RAW1", 1], duringpreg_adjusted_ci["VPP_VIT_RAW1", 1]),
  CI_upper = c(duringpreg_unadjusted_ci["VPP_VIT_RAW1", 2], duringpreg_adjusted_ci["VPP_VIT_RAW1", 2]),
  Model = c("Unadjusted", "Adjusted")
)

# Combine both data frames into one
combined_df <- bind_rows(prepreg_df, duringpreg_df)

14 Forrest Plot PrePregnancy

prepreg_df <- prepreg_df %>%
  mutate(
    Exposure = factor(
      Exposure, 
      levels = c("Pre-Pregnancy Folic Usage (Unadj)", "Pre-Pregnancy Folic Usage (Adj)")
    ),
    Model = factor(Model, levels = c("Unadjusted", "Adjusted"))  # Ensure the desired legend order
  )

# Plot for Pre-Pregnancy Folic Usage
ggplot(prepreg_df, aes(x = Exposure, y = OR, color = Model, group = Exposure)) +
  geom_point(size = 3) +
  geom_errorbar(aes(ymin = CI_lower, ymax = CI_upper), width = 0.2) +
  scale_y_log10() +  # Log scale for better visualization
  labs(
    x = "Exposure Variables",
    y = "Odds Ratio (95% CI)",
    title = "Odds Ratios with 95% Confidence Intervals for Pre-Pregnancy Folic Usage",
    color = "Model Type"  # Legend title
  ) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  scale_color_manual(values = c("Unadjusted" = "blue", "Adjusted" = "red"))  # Manual color mapping

15 Forrest Plot Pregnancy

duringpreg_df <- duringpreg_df %>%
  mutate(
    Exposure = factor(
      Exposure, 
      levels = c("Pregnancy Folic Usage (Unadj)", "Pregnancy Folic Usage (Adj)")
    ),
    Model = factor(Model, levels = c("Unadjusted", "Adjusted"))  # Ensure the desired legend order
  )

# Plot for During Pregnancy Folic Usage
ggplot(duringpreg_df, aes(x = Exposure, y = OR, color = Model, group = Exposure)) +
  geom_point(size = 3) +
  geom_errorbar(aes(ymin = CI_lower, ymax = CI_upper), width = 0.2) +
  scale_y_log10() +  # Log scale for better visualization
  labs(
    x = "Exposure Variables",
    y = "Odds Ratio (95% CI)",
    title = "Odds Ratios with 95% Confidence Intervals for During Pregnancy Folic Usage",
    color = "Model Type"  # Legend title
  ) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  scale_color_manual(values = c("Unadjusted" = "blue", "Adjusted" = "red"))  # Manual color mapping

16 Forrest Plot Combined Results

combined_df <- combined_df %>%
  mutate(
    Exposure = factor(
      Exposure, 
      levels = c(
        "Pre-Pregnancy Folic Usage (Unadj)", 
        "Pre-Pregnancy Folic Usage (Adj)", 
        "Pregnancy Folic Usage (Unadj)", 
        "Pregnancy Folic Usage (Adj)"
      )
    ),
    Model = factor(Model, levels = c("Unadjusted", "Adjusted"))  # Ensure desired legend order
  )

# Plot the Odds Ratios with Confidence Intervals - combined intake
ggplot(combined_df, aes(x = Exposure, y = OR, color = Model, group = Exposure)) +
  geom_point(size = 3) +
  geom_errorbar(aes(ymin = CI_lower, ymax = CI_upper), width = 0.2) +
  scale_y_log10() +  # Log scale for better visualization
  labs(
    x = "Exposure Variables",
    y = "Odds Ratio (95% CI)",
    title = "Odds Ratios with 95% Confidence Intervals for Pre-Pregnancy and Pregnancy Folic Usage",
    color = "Model Type"  # Legend title
  ) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 60, hjust = 1)) +
  scale_color_manual(values = c("Unadjusted" = "blue", "Adjusted" = "red"))  # Manual color mapping

Pre-pregnancy folic acid intake is associated with higher odds of LBW (OR = 1.056, p-value = 7.29e-06, 95% CI: [1.031, 1.081]).

Adjusting for confounders, pre-pregnancy folic acid intake is associated with higher odds of LBW (OR = 1.144, p-value = < 2e-16, 95% CI: [1.110, 1.180]).

Pregnancy folic acid intake is associated with lower odds of LBW (OR = 0.9214, p-value = 1.17e-14, 95% CI: [0.9025, 0.9408]).

Adjusting for confounders, there was a slight increase in odds but pregnancy folic acid intake is still associated with lower odds of LBW (OR = 0.96038, p-value = < 2e-16, 95% CI: [0.9359, 0.9855]).

17 Limitations

This analysis has several key limitations that should be considered when interpreting the findings. A major concern is the potential for confounding, particularly in the observed higher odds for pre-pregnancy folic acid intake and LBW. Women who take folic acid before pregnancy may have underlying health complications or a history of adverse pregnancy outcomes that motivated supplementation. These conditions, rather than the folic acid intake itself, could increase the likelihood of LBW, confounding the observed relationship. Additionally, social desirability bias may have influenced the results, as participants might have overreported their folic acid use due to its widely recognized health benefits. This bias could lead to an overestimation of the association between folic acid intake and LBW, as some participants may have claimed use without actually adhering to supplementation. Furthermore, the binary yes/no question about folic acid intake fails to capture critical information, such as the frequency, dosage, or timing of supplementation. This limitation reduces the ability to assess whether intake was sufficient to achieve effective outcomes, potentially obscuring more nuanced relationships. Together, these limitations underscore the importance of cautious interpretation and highlight the need for more detailed data collection and rigorous confounder adjustment in future research.

18 Conclusion

This study highlights several critical factors that influence LBW outcomes, with a particular focus on maternal folic acid intake, maternal education, socioeconomic status, and race. The analysis suggests that both pre-pregnancy and pregnancy folic acid intake are significantly associated with LBW, although the association with pregnancy folic acid intake appears to be protective (OR = 0.96), while pre-pregnancy intake is linked to a slight increase in the odds of LBW (OR = 1.14). These findings suggest that the timing of folic acid supplementation may play a role in birth weight outcomes, with pregnancy supplementation potentially offering more favorable outcomes.

Socioeconomic factors, including income and maternal education, are also significant contributors to LBW risk. Higher maternal education and income were observed to have lower rates of LBW, emphasizing the importance of addressing socioeconomic disparities in maternal health. The findings further indicate that racial disparities exist, with Black women having the highest proportion of LBW cases (26.1%), followed by White and Asian women, underscoring the need for targeted interventions within different racial groups.

Maternal age, parity, and prenatal care visits were found to influence birth weight outcomes as well. First-time pregnancies were associated with the highest LBW risk, suggesting that a history of prior pregnancies may improve maternal health outcomes. Additionally, more frequent prenatal care visits were linked to better birth weight outcomes, underscoring the importance of adequate prenatal care in reducing LBW risk.

This study also identifies geographical disparities in LBW, with certain states and territories, such as Kansas and Puerto Rico, showing higher LBW counts, potentially reflecting regional variations in healthcare access and maternal health services.

In conclusion, improving maternal health outcomes and reducing LBW rates require a multifaceted approach that includes addressing nutritional, socioeconomic, healthcare access, and racial disparities. The role of folic acid intake, particularly during pregnancy, should be emphasized in maternal health guidelines, and public health interventions should focus on increasing access to prenatal care, promoting education, and addressing the underlying socioeconomic and racial factors that contribute to LBW.

References

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  2. Jańczewska, I., Wierzba, J., Jańczewska, A., Szczurek-Gierczak, M., & Domżalska-Popadiuk, I. (2023). Prematurity and Low Birth Weight and Their Impact on Childhood Growth Patterns and the Risk of Long-Term Cardiovascular Sequelae. Children, 10(10), Article 10. https://doi.org/10.3390/children10101599

  3. Fu, M., Song, W., Yu, G., Yu, Y., & Yang, Q. (2023). Risk factors for length of NICU stay of newborns: A systematic review. Frontiers in Pediatrics, 11, 1121406. https://doi.org/10.3389/fped.2023.1121406

  4. Houk, V. N., Oakley, G. P., Erickson, J. D., Mulinare, J., & James, L. M. (n.d.). Recommendations for the use of folic acid to reduce the number of cases of spina bifida and other neural tube defects. Retrieved November 12, 2024, from https://stacks.cdc.gov/view/cdc/7079

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